From 5c0bdda2295cf1c911a565bf6310fca456918996 Mon Sep 17 00:00:00 2001 From: athowes Date: Tue, 21 May 2024 13:57:54 +0100 Subject: [PATCH 01/73] Template for second vignette --- vignettes/ebola.Rmd | 57 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 57 insertions(+) create mode 100644 vignettes/ebola.Rmd diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd new file mode 100644 index 000000000..a7d972b3d --- /dev/null +++ b/vignettes/ebola.Rmd @@ -0,0 +1,57 @@ +--- +title: "Using `epidist` to estimate..." +description: "A more detailed guide to using the `epidist` R package" +output: + bookdown::html_document2: + fig_caption: yes + code_folding: show + number_sections: true +pkgdown: + as_is: true +# csl: https://raw.githubusercontent.com/citation-style-language/styles/master/apa-numeric-superscript-brackets.csl +link-citations: true +vignette: > + %\VignetteIndexEntry{Getting in depth with epidist} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- + +```{r setup, include=FALSE} +# exclude compile warnings from cmdstanr +knitr::opts_chunk$set( + fig.path = "figures/epidist-", + cache = TRUE, + collapse = TRUE, + comment = "#>", + message = FALSE, + warning = FALSE, + error = FALSE +) +``` + +```{r load-requirements} +library(epidist) +library(data.table) +library(purrr) +library(ggplot2) +``` + +# Data preparation + +* Load the Ebola data, explain the columns and some of the context +* Clean it up into the right format +* Visualise the delay data. Perhaps any other relevant features -- we don't have geocoordinates right + +# Model fitting + +* Fit the lognormal model +* Fit the gamma model +* Other things here? Convergence checking? + +# Post-processing + +* Extract posterior predictions (of something) from both models -- posterior predictive checking? +* Compare the models. Give suggestion of which is a better fit +* Translate fitted distribution to probability mass function + +## Bibliography {-} \ No newline at end of file From b05625873a5d4f05f342d6757c327b6aaad81725 Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 22 May 2024 17:24:49 +0100 Subject: [PATCH 02/73] Add ebola data and figure --- vignettes/ebola.Rmd | 25 ++++++++++++++++++++++--- 1 file changed, 22 insertions(+), 3 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index a7d972b3d..ca53571bb 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -38,9 +38,28 @@ library(ggplot2) # Data preparation -* Load the Ebola data, explain the columns and some of the context -* Clean it up into the right format -* Visualise the delay data. Perhaps any other relevant features -- we don't have geocoordinates right +```{r} +data("sierra_leone_ebola_data") +``` + +Ebola data available in package. +Has `r nrow(sierra_leone_ebola_data)` rows, each corresponding to a unique case report. + +```{r} +head(sierra_leone_ebola_data) +``` + +```{r} +sierra_leone_ebola_data |> + dplyr::filter(id %% 10 == 0) |> + ggplot() + + geom_point(aes(x = date_of_symptom_onset, y = id), col = "#56B4E9") + + geom_point(aes(x = date_of_sample_tested, y = id), col = "#009E73") + + labs(x = "", y = "Case ID") + + theme_minimal() +``` + +* Clean it up into the right format -- I guess can use the paper code here # Model fitting From 38d75ecf90db1204bfb1e69823cec05e74a8cf27 Mon Sep 17 00:00:00 2001 From: athowes Date: Thu, 23 May 2024 10:50:22 +0100 Subject: [PATCH 03/73] Add segments and reference for data --- vignettes/ebola.Rmd | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index ca53571bb..80298b20d 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -43,6 +43,17 @@ data("sierra_leone_ebola_data") ``` Ebola data available in package. +From Fang et al. (2016). + + + + + + + + + + Has `r nrow(sierra_leone_ebola_data)` rows, each corresponding to a unique case report. ```{r} @@ -50,9 +61,17 @@ head(sierra_leone_ebola_data) ``` ```{r} +# Might want to move to using data.table code rather than dplyr here/everywhere sierra_leone_ebola_data |> dplyr::filter(id %% 10 == 0) |> ggplot() + + geom_segment( + aes( + x = date_of_symptom_onset, xend = date_of_sample_tested, + y = id, yend = id + ), + col = "grey" + ) + geom_point(aes(x = date_of_symptom_onset, y = id), col = "#56B4E9") + geom_point(aes(x = date_of_sample_tested, y = id), col = "#009E73") + labs(x = "", y = "Case ID") + From d12045d43cf0e82e0a346a25fec360662fc4e916 Mon Sep 17 00:00:00 2001 From: athowes Date: Thu, 23 May 2024 14:03:19 +0100 Subject: [PATCH 04/73] Better title and cleaning up of data into ptime and stime format --- vignettes/ebola.Rmd | 23 +++++++++++++++++++++-- 1 file changed, 21 insertions(+), 2 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 80298b20d..622b0a076 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -1,5 +1,5 @@ --- -title: "Using `epidist` to estimate..." +title: "Using `epidist` to estimate delay in reporting cases for the 2014-2016 Ebola outbreak in Sierra Leone" description: "A more detailed guide to using the `epidist` R package" output: bookdown::html_document2: @@ -78,7 +78,26 @@ sierra_leone_ebola_data |> theme_minimal() ``` -* Clean it up into the right format -- I guess can use the paper code here +Clean it up using the paper code: + + +```{r} +dt <- sierra_leone_ebola_data |> + dplyr::mutate( + date_of_symptom_onset = lubridate::ymd(date_of_symptom_onset), + date_of_sample_tested = lubridate::ymd(date_of_sample_tested), + ptime = as.numeric(date_of_symptom_onset - min(date_of_symptom_onset)), + stime = as.numeric(date_of_sample_tested - min(date_of_symptom_onset)) + ) |> + dplyr::select(id, ptime, stime) |> + data.table::as.data.table() + +head(dt) + +dt <- epidist::observe_process(dt) + +head(dt) +``` # Model fitting From cf840c8780e62099d3ffd3f55db1b03b939cb6bc Mon Sep 17 00:00:00 2001 From: athowes Date: Thu, 23 May 2024 14:56:24 +0100 Subject: [PATCH 05/73] Working through the processing of data --- vignettes/ebola.Rmd | 67 ++++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 63 insertions(+), 4 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 622b0a076..3958049ed 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -82,7 +82,7 @@ Clean it up using the paper code: ```{r} -dt <- sierra_leone_ebola_data |> +sierra_leone_ebola_data <- sierra_leone_ebola_data |> dplyr::mutate( date_of_symptom_onset = lubridate::ymd(date_of_symptom_onset), date_of_sample_tested = lubridate::ymd(date_of_sample_tested), @@ -92,11 +92,70 @@ dt <- sierra_leone_ebola_data |> dplyr::select(id, ptime, stime) |> data.table::as.data.table() -head(dt) +head(sierra_leone_ebola_data) + +obs_cens <- epidist::observe_process(sierra_leone_ebola_data) + +head(obs_cens) +``` + +Estimate at 120 days from the first cases symptom onset. +Subset of the paper (could do a larger subset). + +```{r} +estimation_times <- data.table( + scenario = c("120 days"), + time = c(120) +) -dt <- epidist::observe_process(dt) +obs_cens_trunc <- obs_cens |> + filter_obs_by_obs_time(obs_time = estimation_times[["time"]][1]) |> + dplyr::mutate( + scenario = estimation_times[["scenario"]][1], + obs_type = "real_time" + ) |> + dplyr::filter(ptime_lwr >= estimation_times[["time"]][1] - 60) -head(dt) +head(obs_cens_trunc) +dim(obs_cens_trunc) +``` + +Create retrospective observations: + +```{r} +obs_retro <- obs_cens |> + filter_obs_by_ptime( + obs_time = estimation_times[["time"]][1], + obs_at = "max_secondary" + ) |> + dplyr::mutate( + scenario = estimation_times[["scenario"]][1], + obs_type = "retrospective" + ) |> + dplyr::filter(ptime_lwr >= estimation_times[["time"]][1] - 60) + +head(obs_retro) +dim(obs_retro) +``` + +Retrospective incidence: + +```{r} +inc <- event_to_incidence(obs_retro, by = "scenario") + +head(inc) +dim(inc) +``` + +```{r} +obs_combined <- dplyr::bind_rows( + obs_cens_trunc, + obs_retro +) |> + dplyr::group_by() |> + dplyr::mutate( + sample_size = dplyr::n() + ) ``` # Model fitting From 136ae70c7b777f827e3c5099b0f30a8a53c35cc3 Mon Sep 17 00:00:00 2001 From: athowes Date: Thu, 18 Jul 2024 09:47:48 +0100 Subject: [PATCH 06/73] Merge references --- vignettes/references.bib | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/vignettes/references.bib b/vignettes/references.bib index 082bed95a..97a4eeadb 100644 --- a/vignettes/references.bib +++ b/vignettes/references.bib @@ -91,3 +91,13 @@ @article{vehtari2015pareto year={2015} } +@article{fang2016transmission, + title={Transmission dynamics of Ebola virus disease and intervention effectiveness in Sierra Leone}, + author={Fang, Li-Qun and Yang, Yang and Jiang, Jia-Fu and Yao, Hong-Wu and Kargbo, David and Li, Xin-Lou and Jiang, Bao-Gui and Kargbo, Brima and Tong, Yi-Gang and Wang, Ya-Wei and others}, + journal={Proceedings of the National Academy of Sciences}, + volume={113}, + number={16}, + pages={4488--4493}, + year={2016}, + publisher={National Acad Sciences} +} From 27c4fe4238b09ebe2846decd5279b685591b5dc9 Mon Sep 17 00:00:00 2001 From: athowes Date: Thu, 18 Jul 2024 09:48:06 +0100 Subject: [PATCH 07/73] Use @ for reference --- vignettes/ebola.Rmd | 12 +----------- 1 file changed, 1 insertion(+), 11 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 3958049ed..df7ede296 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -43,17 +43,7 @@ data("sierra_leone_ebola_data") ``` Ebola data available in package. -From Fang et al. (2016). - - - - - - - - - - +From @fang2016transmission. Has `r nrow(sierra_leone_ebola_data)` rows, each corresponding to a unique case report. ```{r} From b47e5b139c408ced02bfa9fde75314e6568a142b Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 24 May 2024 11:40:18 +0100 Subject: [PATCH 08/73] More clarity on what's going on in Ebola data preparation section --- vignettes/ebola.Rmd | 108 ++++++++++++++++++++++++++++++-------------- 1 file changed, 74 insertions(+), 34 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index df7ede296..3918d95c0 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -14,6 +14,7 @@ vignette: > %\VignetteIndexEntry{Getting in depth with epidist} %\VignetteEngine{knitr::rmarkdown} %\VignetteEncoding{UTF-8} +bibliography: references.bib --- ```{r setup, include=FALSE} @@ -68,9 +69,11 @@ sierra_leone_ebola_data |> theme_minimal() ``` -Clean it up using the paper code: +Clean it up using the paper code. +First make the columns into `ptime` and `stime` and it as a `data.table`. + ```{r} sierra_leone_ebola_data <- sierra_leone_ebola_data |> dplyr::mutate( @@ -83,69 +86,106 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> data.table::as.data.table() head(sierra_leone_ebola_data) +``` + +Now use `observe_process()` to do add interval censoring columns: +```{r} obs_cens <- epidist::observe_process(sierra_leone_ebola_data) head(obs_cens) + +all(obs_cens$ptime == obs_cens$ptime_daily) +all(obs_cens$stime == obs_cens$stime_daily) + +max(obs_cens$ptime) +max(obs_cens$stime) ``` +The columns added are: + +* `ptime_daily`: As the `ptime` was already daily then this is superfluous +* `ptime_lwr`: +* `ptime_upr`: +* `stime_daily`: As the `ptime` was already daily then this is superfluous +* `stime_lwr`: +* `stime_upr`: +* `delay_daily`: +* `delay_lwr`: +* `delay_upr`: +* `obs_at`: The maximum value of `stime` + Estimate at 120 days from the first cases symptom onset. Subset of the paper (could do a larger subset). ```{r} estimation_times <- data.table( - scenario = c("120 days"), - time = c(120) + scenario = c("120 days", "240 days"), + time = c(120, 240) ) -obs_cens_trunc <- obs_cens |> - filter_obs_by_obs_time(obs_time = estimation_times[["time"]][1]) |> - dplyr::mutate( - scenario = estimation_times[["scenario"]][1], - obs_type = "real_time" - ) |> - dplyr::filter(ptime_lwr >= estimation_times[["time"]][1] - 60) - -head(obs_cens_trunc) -dim(obs_cens_trunc) +obs_cens_trunc <- purrr::pmap(estimation_times, function(scenario, time) { + obs_cens |> + filter_obs_by_obs_time(obs_time = time) |> + dplyr::mutate( + scenario = scenario, + obs_type = "real_time" + ) |> + dplyr::filter(ptime_lwr >= time - 60) +}) + +map(obs_cens_trunc, nrow) ``` -Create retrospective observations: +Create retrospective observations. +The point is that these don't have any truncation. +They contain all cases where the primary event happened before `time`, even if the secondary event occured after `time`. ```{r} -obs_retro <- obs_cens |> - filter_obs_by_ptime( - obs_time = estimation_times[["time"]][1], - obs_at = "max_secondary" - ) |> - dplyr::mutate( - scenario = estimation_times[["scenario"]][1], - obs_type = "retrospective" - ) |> - dplyr::filter(ptime_lwr >= estimation_times[["time"]][1] - 60) - -head(obs_retro) -dim(obs_retro) +obs_cens_retro <- purrr::pmap(estimation_times, function(scenario, time) { + obs_cens |> + filter_obs_by_ptime(obs_time = time, obs_at = "max_secondary") |> + dplyr::mutate( + scenario = scenario, + obs_type = "retrospective" + ) |> + dplyr::filter(ptime_lwr >= time - 60) +}) + +map(obs_cens_retro, nrow) ``` -Retrospective incidence: +One thing we can do here is go to aggregate incidence. +Why would we want to do this? +It's used as inputs in other places. ```{r} -inc <- event_to_incidence(obs_retro, by = "scenario") - -head(inc) -dim(inc) +# inc <- event_to_incidence(obs_cens_retro, by = "scenario") +# +# head(inc) +# dim(inc) ``` ```{r} obs_combined <- dplyr::bind_rows( obs_cens_trunc, - obs_retro + obs_cens_retro ) |> - dplyr::group_by() |> + dplyr::group_by(scenario, obs_type) |> dplyr::mutate( sample_size = dplyr::n() ) + +nrow(obs_combined) +``` + +What are all the scenarios we have here? + +```{r} +obs_combined |> + dplyr::select(scenario, obs_type, sample_size) |> + unique() |> + dplyr::mutate(id = 1:dplyr::n()) ``` # Model fitting From 32e5e23e32dd9fa2be2bc51b279afc934fc1f5af Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 24 May 2024 15:24:21 +0100 Subject: [PATCH 09/73] Start with model fitting section --- vignettes/ebola.Rmd | 28 ++++++++++++++++++++++++---- 1 file changed, 24 insertions(+), 4 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 3918d95c0..45b9075d9 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -174,7 +174,8 @@ obs_combined <- dplyr::bind_rows( dplyr::group_by(scenario, obs_type) |> dplyr::mutate( sample_size = dplyr::n() - ) + ) |> + as.data.table() nrow(obs_combined) ``` @@ -190,9 +191,28 @@ obs_combined |> # Model fitting -* Fit the lognormal model -* Fit the gamma model -* Other things here? Convergence checking? +Fit the lognormal model(s). + +```{r} +obs_combined_list <- split(obs_combined, by = c("scenario", "obs_type")) + +fit_lognormal_models <- map( + obs_combined_list, + .f = function(x) latent_truncation_censoring_adjusted_delay(data = x) +) +``` + +Fit the gamma model(s). + +```{r eval=FALSE} +fit_lognormal_models <- map( + obs_combined_list, + .f = function(x) latent_truncation_censoring_adjusted_delay(data = x, delay_prior = "gamma") +) +``` + +Other things here? +Convergence checking? # Post-processing From 59cf3be5f767fdf1d4eed8c3446659e4a1fb4105 Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 27 May 2024 09:49:46 +0100 Subject: [PATCH 10/73] Statement of intent about what the vignette might contain --- vignettes/ebola.Rmd | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 45b9075d9..9699f7aec 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -1,5 +1,5 @@ --- -title: "Using `epidist` to estimate delay in reporting cases for the 2014-2016 Ebola outbreak in Sierra Leone" +title: "Using `epidist` to estimate reporting delays for the 2014-2016 Ebola outbreak in Sierra Leone" description: "A more detailed guide to using the `epidist` R package" output: bookdown::html_document2: @@ -37,6 +37,14 @@ library(purrr) library(ggplot2) ``` +The 2014-2016 outbreak of Ebola in West Africa, centered on Guinea, Liberia, and Sierra Leone, was the most widespread and severe in the disease's history. +In this vignette, we use the `epidist` package to analyze data from the outbreak, as provided by @fang2016transmission. +In doing so, we demonstrate some of the more advanced features of the package, such as: + +1. Fitting multiple delay distributions, and selecting the best model. +2. Investigating delay estimation scenarios. A subset of the analysis in @park2024estimating. +3. Fitting location-sex stratified delay distribution estimates. + # Data preparation ```{r} @@ -44,7 +52,6 @@ data("sierra_leone_ebola_data") ``` Ebola data available in package. -From @fang2016transmission. Has `r nrow(sierra_leone_ebola_data)` rows, each corresponding to a unique case report. ```{r} From 76ff40cc4866d2694327577d53beded4fb6a963a Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 27 May 2024 10:12:17 +0100 Subject: [PATCH 11/73] Start getting shapefiles for plot / spatial analysis --- vignettes/ebola.Rmd | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 9699f7aec..6120310f4 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -47,17 +47,28 @@ In doing so, we demonstrate some of the more advanced features of the package, s # Data preparation +We begin by loading the Ebola linelist data, as provided in the `epidist` package (see `sierra_leone_ebola_data`): + ```{r} data("sierra_leone_ebola_data") ``` -Ebola data available in package. Has `r nrow(sierra_leone_ebola_data)` rows, each corresponding to a unique case report. ```{r} head(sierra_leone_ebola_data) ``` +Here add plot of cases by geography. +Question about whether to include shapefiles as data object in package. + +```{r} +sf <- sf::st_read("sle_adm_gov_ocha_20231215_ab_shp") + +sf |> + dplyr::filter(admLevel == 2) +``` + ```{r} # Might want to move to using data.table code rather than dplyr here/everywhere sierra_leone_ebola_data |> From 93626df9ca30514aa03f28409757d08bc7df525c Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 27 May 2024 18:16:37 +0100 Subject: [PATCH 12/73] Figure of SL spatial working --- vignettes/ebola.Rmd | 30 ++++++++++++++++++++---------- 1 file changed, 20 insertions(+), 10 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 6120310f4..8746e3c67 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -30,13 +30,6 @@ knitr::opts_chunk$set( ) ``` -```{r load-requirements} -library(epidist) -library(data.table) -library(purrr) -library(ggplot2) -``` - The 2014-2016 outbreak of Ebola in West Africa, centered on Guinea, Liberia, and Sierra Leone, was the most widespread and severe in the disease's history. In this vignette, we use the `epidist` package to analyze data from the outbreak, as provided by @fang2016transmission. In doing so, we demonstrate some of the more advanced features of the package, such as: @@ -45,6 +38,15 @@ In doing so, we demonstrate some of the more advanced features of the package, s 2. Investigating delay estimation scenarios. A subset of the analysis in @park2024estimating. 3. Fitting location-sex stratified delay distribution estimates. + +```{r load-requirements} +library(epidist) +library(data.table) +library(purrr) +library(ggplot2) +library(sf) +``` + # Data preparation We begin by loading the Ebola linelist data, as provided in the `epidist` package (see `sierra_leone_ebola_data`): @@ -63,10 +65,18 @@ Here add plot of cases by geography. Question about whether to include shapefiles as data object in package. ```{r} -sf <- sf::st_read("sle_adm_gov_ocha_20231215_ab_shp") +sf <- sf::st_read("gadm41_SLE_shp") -sf |> - dplyr::filter(admLevel == 2) +sierra_leone_ebola_data |> + dplyr::group_by(chiefdom) |> + dplyr::summarise(cases = dplyr::n()) |> + dplyr::left_join( + dplyr::select(sf, chiefdom = NAME_3, geometry) + ) |> + ggplot(aes(fill = cases, geometry = geometry)) + + geom_sf() + + theme_minimal() + + labs(fill = "Cases") ``` ```{r} From 445c7426463bbfd45525903ddf3741d9b2725a35 Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 27 May 2024 19:19:31 +0100 Subject: [PATCH 13/73] Further writing --- vignettes/ebola.Rmd | 37 +++++++++++++++++++++---------------- 1 file changed, 21 insertions(+), 16 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 8746e3c67..6e554c4bc 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -1,5 +1,5 @@ --- -title: "Using `epidist` to estimate reporting delays for the 2014-2016 Ebola outbreak in Sierra Leone" +title: "Using `epidist` to estimate the delay between symptom onset and positive test for the 2014-2016 Ebola outbreak in Sierra Leone" description: "A more detailed guide to using the `epidist` R package" output: bookdown::html_document2: @@ -32,12 +32,13 @@ knitr::opts_chunk$set( The 2014-2016 outbreak of Ebola in West Africa, centered on Guinea, Liberia, and Sierra Leone, was the most widespread and severe in the disease's history. In this vignette, we use the `epidist` package to analyze data from the outbreak, as provided by @fang2016transmission. -In doing so, we demonstrate some of the more advanced features of the package, such as: +In doing so, we demonstrate some of the more advanced features of `epidist`, such as: 1. Fitting multiple delay distributions, and selecting the best model. 2. Investigating delay estimation scenarios. A subset of the analysis in @park2024estimating. 3. Fitting location-sex stratified delay distribution estimates. +The packages used in this analysis area: ```{r load-requirements} library(epidist) @@ -49,20 +50,22 @@ library(sf) # Data preparation -We begin by loading the Ebola linelist data, as provided in the `epidist` package (see `sierra_leone_ebola_data`): +We begin by loading the Ebola line list data, as provided in the `epidist` package (see `sierra_leone_ebola_data`): ```{r} data("sierra_leone_ebola_data") + +sierra_leone_ebola_data <- dplyr::select(sierra_leone_ebola_data, -name) ``` -Has `r nrow(sierra_leone_ebola_data)` rows, each corresponding to a unique case report. +The data has `r nrow(sierra_leone_ebola_data)` rows, each corresponding to a unique case report `id`. +The other columns of the data are the individuals age, sex, the dates of symptom onset and positive sample, and their district and chiefdom. ```{r} head(sierra_leone_ebola_data) ``` -Here add plot of cases by geography. -Question about whether to include shapefiles as data object in package. + ```{r} sf <- sf::st_read("gadm41_SLE_shp") @@ -79,7 +82,9 @@ sierra_leone_ebola_data |> labs(fill = "Cases") ``` -```{r} +(ref:ebola-outbreak) Figure caption. + +```{r ebola-outbreak, fig.cap="(ref:ebola-outbreak)"} # Might want to move to using data.table code rather than dplyr here/everywhere sierra_leone_ebola_data |> dplyr::filter(id %% 10 == 0) |> @@ -97,10 +102,7 @@ sierra_leone_ebola_data |> theme_minimal() ``` -Clean it up using the paper code. - - -First make the columns into `ptime` and `stime` and it as a `data.table`. +To prepare the data for use in `epidist`, we first rename the date columns as `ptime` (time of primary event) and `stime` (time of secondary event), as well as transforming to a `data.table`: ```{r} sierra_leone_ebola_data <- sierra_leone_ebola_data |> @@ -116,7 +118,7 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> head(sierra_leone_ebola_data) ``` -Now use `observe_process()` to do add interval censoring columns: +Next, we use `observe_process()` to do add interval censoring columns: ```{r} obs_cens <- epidist::observe_process(sierra_leone_ebola_data) @@ -143,13 +145,16 @@ The columns added are: * `delay_upr`: * `obs_at`: The maximum value of `stime` -Estimate at 120 days from the first cases symptom onset. -Subset of the paper (could do a larger subset). +Of course, to obtain the best estimate of the delay distribution now that the epidemic is concluded, we should use all of the (censored) data. +However, during a novel outbreak we do not have the luxury of waiting until the epidemic is over to begin estimating delays! +One analysis made easier by the `epidist` package is to assess how the delay distribution changes depending on the time of estimation. +Here, we consider estimation at 120 days, as well as after the epidemic is concluded at 483 days. +In a more thorough analysis, @park2024estimating also consider estimation at X, Y and Z days. ```{r} estimation_times <- data.table( - scenario = c("120 days", "240 days"), - time = c(120, 240) + scenario = c("120 days", "483 days"), + time = c(120, 483) ) obs_cens_trunc <- purrr::pmap(estimation_times, function(scenario, time) { From be928f98cbfd28540e59374a6c350e7e0c8341d8 Mon Sep 17 00:00:00 2001 From: athowes Date: Tue, 28 May 2024 10:44:48 +0100 Subject: [PATCH 14/73] Update introduction writing --- vignettes/ebola.Rmd | 14 +++++++++----- vignettes/references.bib | 8 ++++++++ 2 files changed, 17 insertions(+), 5 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 6e554c4bc..e2864c326 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -30,15 +30,19 @@ knitr::opts_chunk$set( ) ``` -The 2014-2016 outbreak of Ebola in West Africa, centered on Guinea, Liberia, and Sierra Leone, was the most widespread and severe in the disease's history. -In this vignette, we use the `epidist` package to analyze data from the outbreak, as provided by @fang2016transmission. -In doing so, we demonstrate some of the more advanced features of `epidist`, such as: +The 2014-2016 outbreak of Ebola in West Africa began in Guinea, and quickly spread to neighbouring Liberia and Sierra Leone. +It was the largest outbreak in the disease's history, and resulted in over 28,600 infections and 11,325 deaths [@who_ebola_2014_2016]. -1. Fitting multiple delay distributions, and selecting the best model. +In this vignette, we use the `epidist` package to analyze line list data from the outbreak in Sierra Leone, as collated by @fang2016transmission. +In doing so, we demonstrate some of the more advanced features of `epidist`, including: + +1. Fitting lognormal and gamma delay distributions, and selecting between fitted models. 2. Investigating delay estimation scenarios. A subset of the analysis in @park2024estimating. 3. Fitting location-sex stratified delay distribution estimates. -The packages used in this analysis area: +For users new to `epidist`, we recommend beginning with the [getting started vignette](http://epidist.epinowcast.org/articles/epidist.html) before reading this article. + +The packages used in this article are: ```{r load-requirements} library(epidist) diff --git a/vignettes/references.bib b/vignettes/references.bib index 97a4eeadb..8425d35d3 100644 --- a/vignettes/references.bib +++ b/vignettes/references.bib @@ -101,3 +101,11 @@ @article{fang2016transmission year={2016}, publisher={National Acad Sciences} } + +@misc{who_ebola_2014_2016, + author = {{World Health Organization}}, + title = {Ebola outbreak 2014-2016 - West Africa}, + year = 2016, + url = {https://www.who.int/emergencies/situations/ebola-outbreak-2014-2016-West-Africa}, + note = {Accessed: 2024-05-28} +} From bebab38573853b02e24586d088ee8aede4c73d73 Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 12 Jul 2024 16:18:34 +0100 Subject: [PATCH 15/73] Start to correct Ebola vignette --- vignettes/ebola.Rmd | 19 ++++++++++--------- 1 file changed, 10 insertions(+), 9 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index e2864c326..0526a4588 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -72,7 +72,7 @@ head(sierra_leone_ebola_data) ```{r} -sf <- sf::st_read("gadm41_SLE_shp") +sf <- sf::st_read("../inst/gadm41_SLE_shp") sierra_leone_ebola_data |> dplyr::group_by(chiefdom) |> @@ -231,21 +231,22 @@ obs_combined |> Fit the lognormal model(s). ```{r} +obs_combined <- dplyr::rename(obs_combined, case = id) +obs_combined$case <- as.integer(obs_combined$case) +obs_combined <- as_latent_individual(obs_combined) obs_combined_list <- split(obs_combined, by = c("scenario", "obs_type")) -fit_lognormal_models <- map( - obs_combined_list, - .f = function(x) latent_truncation_censoring_adjusted_delay(data = x) -) +fit_lognormal_models <- map(obs_combined_list, epidist::epidist) ``` Fit the gamma model(s). ```{r eval=FALSE} -fit_lognormal_models <- map( - obs_combined_list, - .f = function(x) latent_truncation_censoring_adjusted_delay(data = x, delay_prior = "gamma") -) +# fit_gamma_models <- map( +# obs_combined_list, +# epidist::epidist, +# family = epidist_family(...) +# ) ``` Other things here? From 6b25161d6851a8eca1c2bc53fbd6b0fa17009d90 Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 15 Jul 2024 12:32:23 +0100 Subject: [PATCH 16/73] Trying to line up shapefile chiefdom names --- vignettes/ebola.Rmd | 70 ++++++++++++++++++++++++++++++++++----------- 1 file changed, 53 insertions(+), 17 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 0526a4588..bfc7fe328 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -36,11 +36,11 @@ It was the largest outbreak in the disease's history, and resulted in over 28,60 In this vignette, we use the `epidist` package to analyze line list data from the outbreak in Sierra Leone, as collated by @fang2016transmission. In doing so, we demonstrate some of the more advanced features of `epidist`, including: -1. Fitting lognormal and gamma delay distributions, and selecting between fitted models. +1. Using the `epidist_family` function to fit models with lognormal and gamma delay distributions. After fitting these models, we illustrate one approach to choosing between fitted models. 2. Investigating delay estimation scenarios. A subset of the analysis in @park2024estimating. -3. Fitting location-sex stratified delay distribution estimates. +3. Using the `epidist_formula` function to fit location-sex stratified delay distribution estimates. -For users new to `epidist`, we recommend beginning with the [getting started vignette](http://epidist.epinowcast.org/articles/epidist.html) before reading this article. +For users new to `epidist`, before reading this article, we recommend beginning with the [getting started vignette](http://epidist.epinowcast.org/articles/epidist.html). The packages used in this article are: @@ -54,36 +54,72 @@ library(sf) # Data preparation -We begin by loading the Ebola line list data, as provided in the `epidist` package (see `sierra_leone_ebola_data`): +We begin by loading the Ebola line list data, as included in the `epidist` package (see `sierra_leone_ebola_data`): ```{r} data("sierra_leone_ebola_data") - -sierra_leone_ebola_data <- dplyr::select(sierra_leone_ebola_data, -name) ``` The data has `r nrow(sierra_leone_ebola_data)` rows, each corresponding to a unique case report `id`. -The other columns of the data are the individuals age, sex, the dates of symptom onset and positive sample, and their district and chiefdom. +The columns of the data are the individuals name (retracted, and hence can be safely removed), age, sex, the dates of symptom onset and positive sample, and their district and chiefdom. ```{r} head(sierra_leone_ebola_data) +sierra_leone_ebola_data <- dplyr::select(sierra_leone_ebola_data, -name) ``` + + ```{r} sf <- sf::st_read("../inst/gadm41_SLE_shp") -sierra_leone_ebola_data |> - dplyr::group_by(chiefdom) |> - dplyr::summarise(cases = dplyr::n()) |> +sort(setdiff(unique(sf$NAME_3), unique(sierra_leone_ebola_data$chiefdom))) +sort(setdiff(unique(sierra_leone_ebola_data$chiefdom), unique(sf$NAME_3))) + +sierra_leone_ebola_data <- sierra_leone_ebola_data |> + dplyr::mutate(chiefdom = forcats::fct_recode(chiefdom, + "Kissi Tongi" = "Kissi Tonge", + "replace" = "Jawei", + "replace" = "Peje Bongre", + "replace" = "W/Urban", + "replace" = "Baoma", + "replace" = "Kandu Leppiama", + "replace" = "Dea", + "replace" = "W/Rural", + "replace" = "Tms", + "replace" = "Gbanti-Kamaranka", + "replace" = "Timidale", + "replace" = "Kholifa", + "replace" = "Lokomasam", + "replace" = "Bkm", + "Gbendembu Ngowahun" = "Ngowahun", + "Tambakha" = "Tambakka", + "replace" = "Kargboro", + "replace" = "Gbinle-Dixing", + "replace" = "Kpanga Kabonde", + "replace" = "Kafe Simiria", + "replace" = "Jaiama Bongor", + "replace" = "Bumpe Ngawo", + "replace" = "Kasonko" + )) + +sierra_leone_ebola_data_sf <- dplyr::select(sf, chiefdom = NAME_3, geometry) |> dplyr::left_join( - dplyr::select(sf, chiefdom = NAME_3, geometry) - ) |> - ggplot(aes(fill = cases, geometry = geometry)) + - geom_sf() + - theme_minimal() + - labs(fill = "Cases") + sierra_leone_ebola_data |> + dplyr::group_by(chiefdom) |> + dplyr::summarise(cases = dplyr::n()) + ) + +sum(sierra_leone_ebola_data_sf$cases, na.rm = TRUE) +nrow(sierra_leone_ebola_data) + +ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + + geom_sf() + + scale_fill_viridis_c(na.value = "lightgrey") + + theme_minimal() + + labs(fill = "Cases") ``` (ref:ebola-outbreak) Figure caption. @@ -236,7 +272,7 @@ obs_combined$case <- as.integer(obs_combined$case) obs_combined <- as_latent_individual(obs_combined) obs_combined_list <- split(obs_combined, by = c("scenario", "obs_type")) -fit_lognormal_models <- map(obs_combined_list, epidist::epidist) +# fit_lognormal_models <- map(obs_combined_list, epidist::epidist) ``` Fit the gamma model(s). From 7c79901e9a147ae44419b27a74e8d5b5805e4b5b Mon Sep 17 00:00:00 2001 From: athowes Date: Tue, 6 Aug 2024 11:31:30 +0100 Subject: [PATCH 17/73] Use districts over chiefdoms, start trying to fit district-sex level delay models --- vignettes/ebola.Rmd | 215 +++++++++++++++++++++++++++++--------------- 1 file changed, 142 insertions(+), 73 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index bfc7fe328..8736e19df 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -34,13 +34,13 @@ The 2014-2016 outbreak of Ebola in West Africa began in Guinea, and quickly spre It was the largest outbreak in the disease's history, and resulted in over 28,600 infections and 11,325 deaths [@who_ebola_2014_2016]. In this vignette, we use the `epidist` package to analyze line list data from the outbreak in Sierra Leone, as collated by @fang2016transmission. -In doing so, we demonstrate some of the more advanced features of `epidist`, including: +In doing so, we demonstrate some of the features of `epidist`, including: -1. Using the `epidist_family` function to fit models with lognormal and gamma delay distributions. After fitting these models, we illustrate one approach to choosing between fitted models. -2. Investigating delay estimation scenarios. A subset of the analysis in @park2024estimating. -3. Using the `epidist_formula` function to fit location-sex stratified delay distribution estimates. +1. Fitting district-sex stratified delay distribution estimates. +2. Fitting models with lognormal and gamma delay distributions, and selecting between fitted models. +3. Investigating delay estimation scenarios. (A subset of the analysis in @park2024estimating, extended to the location-sex setting.) -For users new to `epidist`, before reading this article, we recommend beginning with the [getting started vignette](http://epidist.epinowcast.org/articles/epidist.html). +For users new to `epidist`, before reading this article, we recommend beginning with the "[Getting started vignette](http://epidist.epinowcast.org/articles/epidist.html)". The packages used in this article are: @@ -65,56 +65,32 @@ The columns of the data are the individuals name (retracted, and hence can be sa ```{r} head(sierra_leone_ebola_data) -sierra_leone_ebola_data <- dplyr::select(sierra_leone_ebola_data, -name) + +sierra_leone_ebola_data <- sierra_leone_ebola_data |> + dplyr::select(-name) |> + dplyr::rename(case = id) |> + dplyr::mutate(case = as.integer(case)) ``` - - ```{r} -sf <- sf::st_read("../inst/gadm41_SLE_shp") - -sort(setdiff(unique(sf$NAME_3), unique(sierra_leone_ebola_data$chiefdom))) -sort(setdiff(unique(sierra_leone_ebola_data$chiefdom), unique(sf$NAME_3))) +sierra_leone_ebola_data |> + dplyr::group_by(district) |> + dplyr::summarize(n = dplyr::n()) |> + dplyr::arrange(desc(n)) +``` -sierra_leone_ebola_data <- sierra_leone_ebola_data |> - dplyr::mutate(chiefdom = forcats::fct_recode(chiefdom, - "Kissi Tongi" = "Kissi Tonge", - "replace" = "Jawei", - "replace" = "Peje Bongre", - "replace" = "W/Urban", - "replace" = "Baoma", - "replace" = "Kandu Leppiama", - "replace" = "Dea", - "replace" = "W/Rural", - "replace" = "Tms", - "replace" = "Gbanti-Kamaranka", - "replace" = "Timidale", - "replace" = "Kholifa", - "replace" = "Lokomasam", - "replace" = "Bkm", - "Gbendembu Ngowahun" = "Ngowahun", - "Tambakha" = "Tambakka", - "replace" = "Kargboro", - "replace" = "Gbinle-Dixing", - "replace" = "Kpanga Kabonde", - "replace" = "Kafe Simiria", - "replace" = "Jaiama Bongor", - "replace" = "Bumpe Ngawo", - "replace" = "Kasonko" - )) +```{r} +sf <- sf::st_read("../inst/gadm41_SLE_shp/gadm41_SLE_2.shp") -sierra_leone_ebola_data_sf <- dplyr::select(sf, chiefdom = NAME_3, geometry) |> +sierra_leone_ebola_data_sf <- dplyr::select(sf, district = NAME_2, geometry) |> dplyr::left_join( sierra_leone_ebola_data |> - dplyr::group_by(chiefdom) |> + dplyr::group_by(district) |> dplyr::summarise(cases = dplyr::n()) ) -sum(sierra_leone_ebola_data_sf$cases, na.rm = TRUE) -nrow(sierra_leone_ebola_data) - ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + geom_sf() + scale_fill_viridis_c(na.value = "lightgrey") + @@ -124,20 +100,21 @@ ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + (ref:ebola-outbreak) Figure caption. -```{r ebola-outbreak, fig.cap="(ref:ebola-outbreak)"} +```{r ebola-outbreak, fig.cap="(ref:ebola-outbreak)", fig.height=9} # Might want to move to using data.table code rather than dplyr here/everywhere sierra_leone_ebola_data |> - dplyr::filter(id %% 10 == 0) |> + dplyr::filter(case %% 10 == 0) |> ggplot() + geom_segment( aes( x = date_of_symptom_onset, xend = date_of_sample_tested, - y = id, yend = id + y = case, yend = case ), col = "grey" ) + - geom_point(aes(x = date_of_symptom_onset, y = id), col = "#56B4E9") + - geom_point(aes(x = date_of_sample_tested, y = id), col = "#009E73") + + geom_point(aes(x = date_of_symptom_onset, y = case), col = "#56B4E9") + + geom_point(aes(x = date_of_sample_tested, y = case), col = "#009E73") + + facet_grid(district ~ .) + labs(x = "", y = "Case ID") + theme_minimal() ``` @@ -152,10 +129,8 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> ptime = as.numeric(date_of_symptom_onset - min(date_of_symptom_onset)), stime = as.numeric(date_of_sample_tested - min(date_of_symptom_onset)) ) |> - dplyr::select(id, ptime, stime) |> + dplyr::select(case, ptime, stime, age, sex, district) |> data.table::as.data.table() - -head(sierra_leone_ebola_data) ``` Next, we use `observe_process()` to do add interval censoring columns: @@ -163,8 +138,6 @@ Next, we use `observe_process()` to do add interval censoring columns: ```{r} obs_cens <- epidist::observe_process(sierra_leone_ebola_data) -head(obs_cens) - all(obs_cens$ptime == obs_cens$ptime_daily) all(obs_cens$stime == obs_cens$stime_daily) @@ -185,11 +158,47 @@ The columns added are: * `delay_upr`: * `obs_at`: The maximum value of `stime` -Of course, to obtain the best estimate of the delay distribution now that the epidemic is concluded, we should use all of the (censored) data. -However, during a novel outbreak we do not have the luxury of waiting until the epidemic is over to begin estimating delays! -One analysis made easier by the `epidist` package is to assess how the delay distribution changes depending on the time of estimation. +# Fitting district-sex stratified delay distributions + +* Fit most obvious lognormal with sex effect and district effect +* Translate fitted distribution to probability mass function + +First fit model with no district-sex stratification. +Use the Laplace algorithm for speed: + +```{r} +obs_prep <- as_latent_individual(obs_cens) + +fit <- epidist::epidist( + data = obs_prep, + formula = brms::bf(mu ~ 1, sigma ~ 1), + family = brms::lognormal(), + algorithm = "laplace" +) + +fit_district_sex <- epidist::epidist( + data = obs_prep, + formula = brms::bf(mu ~ 1 + district + sex, sigma ~ 1 + district + sex), + family = brms::lognormal(), + algorithm = "laplace" +) +``` + +# Model selection + +* Is it worth including sex as a covariate? What about spatially structured? +* Is it worth including district as a covariate? +* Should we use the lognormal or gamma delay distribution? +* Extract posterior predictions (of something) from all models – posterior predictive checking? + +# Delay estimation scenarios + +When the epidemic is concluded, to obtain the best delay distribution estimates, we should use all of the available (censored) data. +However, during a novel outbreak we can't wait until the epidemic is over to begin estimating delays. +The `epidist` package faciliates assessing how the delay distribution estimates change depending on the time of estimation. + Here, we consider estimation at 120 days, as well as after the epidemic is concluded at 483 days. -In a more thorough analysis, @park2024estimating also consider estimation at X, Y and Z days. +@park2024estimating also consider estimation at X, Y and Z days. ```{r} estimation_times <- data.table( @@ -234,7 +243,6 @@ It's used as inputs in other places. ```{r} # inc <- event_to_incidence(obs_cens_retro, by = "scenario") -# # head(inc) # dim(inc) ``` @@ -264,7 +272,7 @@ obs_combined |> # Model fitting -Fit the lognormal model(s). +Fit the selected model. ```{r} obs_combined <- dplyr::rename(obs_combined, case = id) @@ -275,23 +283,84 @@ obs_combined_list <- split(obs_combined, by = c("scenario", "obs_type")) # fit_lognormal_models <- map(obs_combined_list, epidist::epidist) ``` -Fit the gamma model(s). -```{r eval=FALSE} -# fit_gamma_models <- map( -# obs_combined_list, -# epidist::epidist, -# family = epidist_family(...) -# ) -``` +# Appendix -Other things here? -Convergence checking? +```{r eval = FALSE} +# I think that aligning the Ebola data by chiefdom is too hard +# Going to use district-level approach for now -# Post-processing +library(epidist) +library(data.table) +library(purrr) +library(ggplot2) +library(sf) -* Extract posterior predictions (of something) from both models -- posterior predictive checking? -* Compare the models. Give suggestion of which is a better fit -* Translate fitted distribution to probability mass function +data("sierra_leone_ebola_data") + +head(sierra_leone_ebola_data) +sierra_leone_ebola_data <- dplyr::select(sierra_leone_ebola_data, -name) + +sierra_leone_ebola_data |> + dplyr::group_by(chiefdom) |> + dplyr::summarize(n = dplyr::n()) |> + dplyr::arrange(desc(n)) + +sf <- sf::st_read("../inst/gadm41_SLE_shp") +ggplot(data = sf) + + geom_sf() + + geom_sf_text(aes(label = NAME_3), size = 2) + + theme_minimal() + +sort(setdiff(unique(sf$NAME_3), unique(sierra_leone_ebola_data$chiefdom))) +sort(setdiff(unique(sierra_leone_ebola_data$chiefdom), unique(sf$NAME_3))) + +sierra_leone_ebola_data <- sierra_leone_ebola_data |> + dplyr::mutate(chiefdom = forcats::fct_recode(chiefdom, + "Boama" = "Baoma", + "Dia" = "Dea", + "Jawie" = "Jawei", + "Kissi Tongi" = "Kissi Tonge", + "Kando Leppeama" = "Kandu Leppiama", + "Pehe Bongre" = "Peje Bongre", + "Gbendembu Ngowahun" = "Ngowahun", + "replace" = "Bkm", + "Bumpe" = "Bumpe Ngawo", + "Gbanti Kamaranka" = "Gbanti-Kamaranka", + "Gbinleh-Dixon" = "Gbinle-Dixing", + "Jiama-Bongor" = "Jaiama Bongor", + "Kafe Simira" = "Kafe Simiria", + "Kagboro" = "Kargboro", + "replace" = "Kasonko", + "replace" = "Kholifa", + "replace" = "Kpanga Kabonde", + "replace" = "Lokomasam", + "replace" = "Tms", + "Timdel" = "Timidale", + "replace" = "W/Rural", + "Freetown1" = "W/Urban", + "Freetown2" = "W/Urban", + "Freetown3" = "W/Urban", + "Freetown4" = "W/Urban", + "Freetown5" = "W/Urban", + "Tambakha" = "Tambakka" + )) + +sierra_leone_ebola_data_sf <- dplyr::select(sf, chiefdom = NAME_3, geometry) |> + dplyr::left_join( + sierra_leone_ebola_data |> + dplyr::group_by(chiefdom) |> + dplyr::summarise(cases = dplyr::n()) + ) + +sum(sierra_leone_ebola_data_sf$cases, na.rm = TRUE) +nrow(sierra_leone_ebola_data) + +ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + + geom_sf() + + scale_fill_viridis_c(na.value = "lightgrey") + + theme_minimal() + + labs(fill = "Cases") +``` ## Bibliography {-} \ No newline at end of file From dcebc01357654de51fefdd2aad5c7f1eb871b7bb Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 9 Aug 2024 12:43:35 +0100 Subject: [PATCH 18/73] Move out things we don't need and start fitting stratified models with subsampling and Laplace for now --- vignettes/ebola.Rmd | 236 ++++++++------------------------------------ 1 file changed, 43 insertions(+), 193 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 8736e19df..4ab6b6f6f 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -1,5 +1,5 @@ --- -title: "Using `epidist` to estimate the delay between symptom onset and positive test for the 2014-2016 Ebola outbreak in Sierra Leone" +title: "Using `epidist` to estimate stratified delays between symptom onset and positive test for the 2014-2016 Ebola outbreak in Sierra Leone" description: "A more detailed guide to using the `epidist` R package" output: bookdown::html_document2: @@ -37,8 +37,9 @@ In this vignette, we use the `epidist` package to analyze line list data from th In doing so, we demonstrate some of the features of `epidist`, including: 1. Fitting district-sex stratified delay distribution estimates. -2. Fitting models with lognormal and gamma delay distributions, and selecting between fitted models. -3. Investigating delay estimation scenarios. (A subset of the analysis in @park2024estimating, extended to the location-sex setting.) +2. Fitting models with lognormal and gamma delay distributions. +3. Selecting between fitted models. +4. Post-processing and plotting functionality. For users new to `epidist`, before reading this article, we recommend beginning with the "[Getting started vignette](http://epidist.epinowcast.org/articles/epidist.html)". @@ -54,7 +55,8 @@ library(sf) # Data preparation -We begin by loading the Ebola line list data, as included in the `epidist` package (see `sierra_leone_ebola_data`): +We begin by loading the Ebola line list data, as included in the `epidist` package. +For more details, see `?sierra_leone_ebola_data`. ```{r} data("sierra_leone_ebola_data") @@ -64,24 +66,18 @@ The data has `r nrow(sierra_leone_ebola_data)` rows, each corresponding to a uni The columns of the data are the individuals name (retracted, and hence can be safely removed), age, sex, the dates of symptom onset and positive sample, and their district and chiefdom. ```{r} -head(sierra_leone_ebola_data) - sierra_leone_ebola_data <- sierra_leone_ebola_data |> dplyr::select(-name) |> - dplyr::rename(case = id) |> - dplyr::mutate(case = as.integer(case)) + dplyr::mutate(case = as.integer(id), .keep = "unused") + +head(sierra_leone_ebola_data) ``` -```{r} -sierra_leone_ebola_data |> - dplyr::group_by(district) |> - dplyr::summarize(n = dplyr::n()) |> - dplyr::arrange(desc(n)) -``` +We now join the Ebola data to shapefiles (obtained from [GADM](https://gadm.org/)) for the districts of Sierra Leone: -```{r} +```{r message = FALSE} sf <- sf::st_read("../inst/gadm41_SLE_shp/gadm41_SLE_2.shp") sierra_leone_ebola_data_sf <- dplyr::select(sf, district = NAME_2, geometry) |> @@ -90,7 +86,11 @@ sierra_leone_ebola_data_sf <- dplyr::select(sf, district = NAME_2, geometry) |> dplyr::group_by(district) |> dplyr::summarise(cases = dplyr::n()) ) +``` +(ref:ebola-cloropleth) Figure caption. + +```{r ebola-cloropleth, fig.cap="(ref:ebola-cloropleth)"} ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + geom_sf() + scale_fill_viridis_c(na.value = "lightgrey") + @@ -160,13 +160,17 @@ The columns added are: # Fitting district-sex stratified delay distributions -* Fit most obvious lognormal with sex effect and district effect -* Translate fitted distribution to probability mass function - +Fit most obvious lognormal with sex effect and district effect. +Translate fitted distribution to probability mass function First fit model with no district-sex stratification. -Use the Laplace algorithm for speed: +Sub-sample the data for speed. +Use ADVI for speed. ```{r} +N <- nrow(obs_cens) +obs_cens <- obs_cens[complete.cases(obs_cens)] +N_complete <- nrow(obs_cens) +obs_cens <- obs_cens[sample(seq_len(.N), N_complete / 10, replace = FALSE)] obs_prep <- as_latent_individual(obs_cens) fit <- epidist::epidist( @@ -176,191 +180,37 @@ fit <- epidist::epidist( algorithm = "laplace" ) -fit_district_sex <- epidist::epidist( +summary(fit) + +table(obs_prep$sex) + +fit_sex <- epidist::epidist( data = obs_prep, - formula = brms::bf(mu ~ 1 + district + sex, sigma ~ 1 + district + sex), + formula = brms::bf(mu ~ 1 + sex, sigma ~ 1 + sex), family = brms::lognormal(), algorithm = "laplace" ) -``` - -# Model selection - -* Is it worth including sex as a covariate? What about spatially structured? -* Is it worth including district as a covariate? -* Should we use the lognormal or gamma delay distribution? -* Extract posterior predictions (of something) from all models – posterior predictive checking? - -# Delay estimation scenarios - -When the epidemic is concluded, to obtain the best delay distribution estimates, we should use all of the available (censored) data. -However, during a novel outbreak we can't wait until the epidemic is over to begin estimating delays. -The `epidist` package faciliates assessing how the delay distribution estimates change depending on the time of estimation. -Here, we consider estimation at 120 days, as well as after the epidemic is concluded at 483 days. -@park2024estimating also consider estimation at X, Y and Z days. +summary(fit_sex) -```{r} -estimation_times <- data.table( - scenario = c("120 days", "483 days"), - time = c(120, 483) +fit_sex_district <- epidist::epidist( + data = obs_prep, + formula = brms::bf(mu ~ 1 + sex + district, sigma ~ 1 + sex + district), + family = brms::lognormal(), + algorithm = "laplace" ) -obs_cens_trunc <- purrr::pmap(estimation_times, function(scenario, time) { - obs_cens |> - filter_obs_by_obs_time(obs_time = time) |> - dplyr::mutate( - scenario = scenario, - obs_type = "real_time" - ) |> - dplyr::filter(ptime_lwr >= time - 60) -}) - -map(obs_cens_trunc, nrow) -``` - -Create retrospective observations. -The point is that these don't have any truncation. -They contain all cases where the primary event happened before `time`, even if the secondary event occured after `time`. - -```{r} -obs_cens_retro <- purrr::pmap(estimation_times, function(scenario, time) { - obs_cens |> - filter_obs_by_ptime(obs_time = time, obs_at = "max_secondary") |> - dplyr::mutate( - scenario = scenario, - obs_type = "retrospective" - ) |> - dplyr::filter(ptime_lwr >= time - 60) -}) - -map(obs_cens_retro, nrow) -``` - -One thing we can do here is go to aggregate incidence. -Why would we want to do this? -It's used as inputs in other places. - -```{r} -# inc <- event_to_incidence(obs_cens_retro, by = "scenario") -# head(inc) -# dim(inc) -``` - -```{r} -obs_combined <- dplyr::bind_rows( - obs_cens_trunc, - obs_cens_retro -) |> - dplyr::group_by(scenario, obs_type) |> - dplyr::mutate( - sample_size = dplyr::n() - ) |> - as.data.table() - -nrow(obs_combined) +summary(fit_sex_district) ``` -What are all the scenarios we have here? +Think about the plots and summaries that I want here. -```{r} -obs_combined |> - dplyr::select(scenario, obs_type, sample_size) |> - unique() |> - dplyr::mutate(id = 1:dplyr::n()) -``` - -# Model fitting - -Fit the selected model. - -```{r} -obs_combined <- dplyr::rename(obs_combined, case = id) -obs_combined$case <- as.integer(obs_combined$case) -obs_combined <- as_latent_individual(obs_combined) -obs_combined_list <- split(obs_combined, by = c("scenario", "obs_type")) - -# fit_lognormal_models <- map(obs_combined_list, epidist::epidist) -``` - - -# Appendix - -```{r eval = FALSE} -# I think that aligning the Ebola data by chiefdom is too hard -# Going to use district-level approach for now - -library(epidist) -library(data.table) -library(purrr) -library(ggplot2) -library(sf) - -data("sierra_leone_ebola_data") - -head(sierra_leone_ebola_data) -sierra_leone_ebola_data <- dplyr::select(sierra_leone_ebola_data, -name) - -sierra_leone_ebola_data |> - dplyr::group_by(chiefdom) |> - dplyr::summarize(n = dplyr::n()) |> - dplyr::arrange(desc(n)) - -sf <- sf::st_read("../inst/gadm41_SLE_shp") - -ggplot(data = sf) + - geom_sf() + - geom_sf_text(aes(label = NAME_3), size = 2) + - theme_minimal() - -sort(setdiff(unique(sf$NAME_3), unique(sierra_leone_ebola_data$chiefdom))) -sort(setdiff(unique(sierra_leone_ebola_data$chiefdom), unique(sf$NAME_3))) - -sierra_leone_ebola_data <- sierra_leone_ebola_data |> - dplyr::mutate(chiefdom = forcats::fct_recode(chiefdom, - "Boama" = "Baoma", - "Dia" = "Dea", - "Jawie" = "Jawei", - "Kissi Tongi" = "Kissi Tonge", - "Kando Leppeama" = "Kandu Leppiama", - "Pehe Bongre" = "Peje Bongre", - "Gbendembu Ngowahun" = "Ngowahun", - "replace" = "Bkm", - "Bumpe" = "Bumpe Ngawo", - "Gbanti Kamaranka" = "Gbanti-Kamaranka", - "Gbinleh-Dixon" = "Gbinle-Dixing", - "Jiama-Bongor" = "Jaiama Bongor", - "Kafe Simira" = "Kafe Simiria", - "Kagboro" = "Kargboro", - "replace" = "Kasonko", - "replace" = "Kholifa", - "replace" = "Kpanga Kabonde", - "replace" = "Lokomasam", - "replace" = "Tms", - "Timdel" = "Timidale", - "replace" = "W/Rural", - "Freetown1" = "W/Urban", - "Freetown2" = "W/Urban", - "Freetown3" = "W/Urban", - "Freetown4" = "W/Urban", - "Freetown5" = "W/Urban", - "Tambakha" = "Tambakka" - )) - -sierra_leone_ebola_data_sf <- dplyr::select(sf, chiefdom = NAME_3, geometry) |> - dplyr::left_join( - sierra_leone_ebola_data |> - dplyr::group_by(chiefdom) |> - dplyr::summarise(cases = dplyr::n()) - ) +# Model selection -sum(sierra_leone_ebola_data_sf$cases, na.rm = TRUE) -nrow(sierra_leone_ebola_data) +* Is it worth including sex as a covariate? +* Is it worth including district as a covariate? What about spatially structured? +* Now fit with the gamma delay distribution +* Should we use the lognormal or gamma delay distribution? +* Extract posterior predictions (of something) from all models – posterior predictive checking? -ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + - geom_sf() + - scale_fill_viridis_c(na.value = "lightgrey") + - theme_minimal() + - labs(fill = "Cases") -``` ## Bibliography {-} \ No newline at end of file From 13201bb2791b78a85d316563c1408f671bc83cdd Mon Sep 17 00:00:00 2001 From: athowes Date: Sun, 11 Aug 2024 20:56:26 +0100 Subject: [PATCH 19/73] Trying out tidybayes --- vignettes/ebola.Rmd | 30 ++++++++++++++++++++++++++++++ 1 file changed, 30 insertions(+) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 4ab6b6f6f..e2d68f19e 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -205,6 +205,36 @@ summary(fit_sex_district) Think about the plots and summaries that I want here. +```{r} +library(tidybayes) +library(modelr) + +# Get all the variable names +get_variables(fit) + +# Wide format +spread_draws(fit, b_Intercept) + +fit |> + spread_draws(b_Intercept) |> + median_qi() + +# Long format +gather_draws(fit, b_Intercept) + +fit |> + gather_draws(b_Intercept) |> + median_qi() + +# This does indeed fail with the error +# object 'posterior_epred_latent_lognormal' not found +add_epred_draws(obs_prep, fit) + +# http://mjskay.github.io/tidybayes/articles/tidy-brms.html#extracting-distributional-regression-parameters +# Use add_epred_draws(dpar = TRUE) to get the distributional parameters +# You can also use dpar = list("mu", "sigma") etc. to get particular parameters +``` + # Model selection * Is it worth including sex as a covariate? From a6ce8f58a4d565bb090dd03d061cd487a5211f0c Mon Sep 17 00:00:00 2001 From: athowes Date: Sun, 11 Aug 2024 21:41:28 +0100 Subject: [PATCH 20/73] It works! --- vignettes/ebola.Rmd | 25 +++++++++++++++++++++++++ 1 file changed, 25 insertions(+) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index e2d68f19e..d0c246b39 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -233,6 +233,31 @@ add_epred_draws(obs_prep, fit) # http://mjskay.github.io/tidybayes/articles/tidy-brms.html#extracting-distributional-regression-parameters # Use add_epred_draws(dpar = TRUE) to get the distributional parameters # You can also use dpar = list("mu", "sigma") etc. to get particular parameters +epred_draws <- obs_prep |> + as.data.frame() |> + add_epred_draws(fit, dpar = TRUE) + +epred_draws_sex_district <- obs_prep |> + as.data.frame() |> + modelr::data_grid(sex, district) |> + dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> + add_epred_draws(fit_sex_district, dpar = TRUE) + +epred_draws_sex <- obs_prep |> + as.data.frame() |> + modelr::data_grid(sex) |> + dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> + tidybayes::add_epred_draws(fit_sex, dpar = TRUE) + +epred_draws_sex |> + ggplot(aes(x = .epred, y = sex)) + + stat_slab() + +# Some strata that don't have much data? +# Some very bad priors? +summary(epred_draws_sex_district$.epred) + +# Some functionality here to go to actual draws from the delay distribution easily? ``` # Model selection From 8b97f5258a096b0732d715c26b2ea635ef32c6f6 Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 12 Aug 2024 13:39:27 +0100 Subject: [PATCH 21/73] Better laying out the things wanted in this vignette --- vignettes/ebola.Rmd | 92 +++++++++++++++++++++++++++++---------------- 1 file changed, 60 insertions(+), 32 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index d0c246b39..82ba1d3b9 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -33,8 +33,9 @@ knitr::opts_chunk$set( The 2014-2016 outbreak of Ebola in West Africa began in Guinea, and quickly spread to neighbouring Liberia and Sierra Leone. It was the largest outbreak in the disease's history, and resulted in over 28,600 infections and 11,325 deaths [@who_ebola_2014_2016]. -In this vignette, we use the `epidist` package to analyze line list data from the outbreak in Sierra Leone, as collated by @fang2016transmission. -In doing so, we demonstrate some of the features of `epidist`, including: +In this vignette, we use the `epidist` package to analyze line list data from the outbreak in Sierra Leone. +This data was collated by @fang2016transmission, and is available in the `epidist` package. +In analyzing this data, we demonstrate the following features of `epidist`: 1. Fitting district-sex stratified delay distribution estimates. 2. Fitting models with lognormal and gamma delay distributions. @@ -55,7 +56,7 @@ library(sf) # Data preparation -We begin by loading the Ebola line list data, as included in the `epidist` package. +We begin by loading the Ebola line list data. For more details, see `?sierra_leone_ebola_data`. ```{r} @@ -73,9 +74,33 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> head(sierra_leone_ebola_data) ``` +Figure \@ref(fig:ebola-outbreak) shows the data. + +(ref:ebola-outbreak) Primary and secondary event times for a fraction of the cases. + +```{r ebola-outbreak, fig.cap="(ref:ebola-outbreak)", fig.height=9} +# Might want to move to using data.table code rather than dplyr here/everywhere +sierra_leone_ebola_data |> + dplyr::filter(case %% 10 == 0) |> + ggplot() + + geom_segment( + aes( + x = date_of_symptom_onset, xend = date_of_sample_tested, + y = case, yend = case + ), + col = "grey" + ) + + geom_point(aes(x = date_of_symptom_onset, y = case), col = "#56B4E9") + + geom_point(aes(x = date_of_sample_tested, y = case), col = "#009E73") + + facet_wrap(district ~ ., ncol = 2) + + labs(x = "", y = "Case ID") + + theme_minimal() +``` + -We now join the Ebola data to shapefiles (obtained from [GADM](https://gadm.org/)) for the districts of Sierra Leone: +We can use a map to help visualise the outbreak across space. +To create a map, we first join the Ebola data to shapefiles (obtained from [GADM](https://gadm.org/)) for the districts of Sierra Leone. ```{r message = FALSE} sf <- sf::st_read("../inst/gadm41_SLE_shp/gadm41_SLE_2.shp") @@ -88,6 +113,8 @@ sierra_leone_ebola_data_sf <- dplyr::select(sf, district = NAME_2, geometry) |> ) ``` +Figure \@ref(fig:ebola-cloropleth) shows that the majority of cases we concentrated in the Western Urban district. + (ref:ebola-cloropleth) Figure caption. ```{r ebola-cloropleth, fig.cap="(ref:ebola-cloropleth)"} @@ -98,26 +125,9 @@ ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + labs(fill = "Cases") ``` -(ref:ebola-outbreak) Figure caption. +# Fitting district-sex stratified delay distributions -```{r ebola-outbreak, fig.cap="(ref:ebola-outbreak)", fig.height=9} -# Might want to move to using data.table code rather than dplyr here/everywhere -sierra_leone_ebola_data |> - dplyr::filter(case %% 10 == 0) |> - ggplot() + - geom_segment( - aes( - x = date_of_symptom_onset, xend = date_of_sample_tested, - y = case, yend = case - ), - col = "grey" - ) + - geom_point(aes(x = date_of_symptom_onset, y = case), col = "#56B4E9") + - geom_point(aes(x = date_of_sample_tested, y = case), col = "#009E73") + - facet_grid(district ~ .) + - labs(x = "", y = "Case ID") + - theme_minimal() -``` +## Data preparation To prepare the data for use in `epidist`, we first rename the date columns as `ptime` (time of primary event) and `stime` (time of secondary event), as well as transforming to a `data.table`: @@ -158,10 +168,9 @@ The columns added are: * `delay_upr`: * `obs_at`: The maximum value of `stime` -# Fitting district-sex stratified delay distributions +## Model fitting -Fit most obvious lognormal with sex effect and district effect. -Translate fitted distribution to probability mass function +Now we fit lognormal delay distribution with sex effect and district effect. First fit model with no district-sex stratification. Sub-sample the data for speed. Use ADVI for speed. @@ -181,9 +190,11 @@ fit <- epidist::epidist( ) summary(fit) +``` -table(obs_prep$sex) +Fit a model including sex effect: +```{r} fit_sex <- epidist::epidist( data = obs_prep, formula = brms::bf(mu ~ 1 + sex, sigma ~ 1 + sex), @@ -192,7 +203,11 @@ fit_sex <- epidist::epidist( ) summary(fit_sex) +``` + +Fit a model including sex effect and district effect: +```{r} fit_sex_district <- epidist::epidist( data = obs_prep, formula = brms::bf(mu ~ 1 + sex + district, sigma ~ 1 + sex + district), @@ -203,7 +218,7 @@ fit_sex_district <- epidist::epidist( summary(fit_sex_district) ``` -Think about the plots and summaries that I want here. +## Posterior expectations ```{r} library(tidybayes) @@ -228,7 +243,7 @@ fit |> # This does indeed fail with the error # object 'posterior_epred_latent_lognormal' not found -add_epred_draws(obs_prep, fit) +# add_epred_draws(obs_prep, fit) # http://mjskay.github.io/tidybayes/articles/tidy-brms.html#extracting-distributional-regression-parameters # Use add_epred_draws(dpar = TRUE) to get the distributional parameters @@ -260,12 +275,25 @@ summary(epred_draws_sex_district$.epred) # Some functionality here to go to actual draws from the delay distribution easily? ``` -# Model selection +## Posterior predictions + +## Delay probability mass functions + +## Model comparison * Is it worth including sex as a covariate? * Is it worth including district as a covariate? What about spatially structured? -* Now fit with the gamma delay distribution + +# Using a gamma delay distribution + +## Fitting + +* Just fit the best model from above here? + +# Model selection + * Should we use the lognormal or gamma delay distribution? -* Extract posterior predictions (of something) from all models – posterior predictive checking? + +# Conclusion ## Bibliography {-} \ No newline at end of file From dfb1b2f46fc1d5e3af297d0e5355e6b49846cc15 Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 12 Aug 2024 13:53:25 +0100 Subject: [PATCH 22/73] Move library to top, improve plot, add text --- vignettes/ebola.Rmd | 68 +++++++++++++++++++++------------------------ 1 file changed, 32 insertions(+), 36 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 82ba1d3b9..b4575e8a3 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -52,6 +52,8 @@ library(data.table) library(purrr) library(ggplot2) library(sf) +library(tidybayes) +library(modelr) ``` # Data preparation @@ -220,44 +222,15 @@ summary(fit_sex_district) ## Posterior expectations -```{r} -library(tidybayes) -library(modelr) - -# Get all the variable names -get_variables(fit) - -# Wide format -spread_draws(fit, b_Intercept) - -fit |> - spread_draws(b_Intercept) |> - median_qi() +Posterior expectation of the delay distribution by covariate under no censoring or truncation: -# Long format -gather_draws(fit, b_Intercept) - -fit |> - gather_draws(b_Intercept) |> - median_qi() - -# This does indeed fail with the error -# object 'posterior_epred_latent_lognormal' not found -# add_epred_draws(obs_prep, fit) - -# http://mjskay.github.io/tidybayes/articles/tidy-brms.html#extracting-distributional-regression-parameters -# Use add_epred_draws(dpar = TRUE) to get the distributional parameters -# You can also use dpar = list("mu", "sigma") etc. to get particular parameters +```{r} epred_draws <- obs_prep |> as.data.frame() |> add_epred_draws(fit, dpar = TRUE) -epred_draws_sex_district <- obs_prep |> - as.data.frame() |> - modelr::data_grid(sex, district) |> - dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> - add_epred_draws(fit_sex_district, dpar = TRUE) - +# We will probably want to add functionality for users to mutate these things +# to the newdata themselves epred_draws_sex <- obs_prep |> as.data.frame() |> modelr::data_grid(sex) |> @@ -265,20 +238,43 @@ epred_draws_sex <- obs_prep |> tidybayes::add_epred_draws(fit_sex, dpar = TRUE) epred_draws_sex |> + dplyr::mutate( + sex = dplyr::case_when( + sex == "F" ~ "Female", + sex == "M" ~ "Male" + ) + ) |> ggplot(aes(x = .epred, y = sex)) + - stat_slab() + stat_slab() + + labs(x = "Posterior expectation of the delay", y = "") + + theme_minimal() + +epred_draws_sex_district <- obs_prep |> + as.data.frame() |> + modelr::data_grid(sex, district) |> + dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> + add_epred_draws(fit_sex_district, dpar = TRUE) # Some strata that don't have much data? # Some very bad priors? summary(epred_draws_sex_district$.epred) - -# Some functionality here to go to actual draws from the delay distribution easily? ``` ## Posterior predictions +Posterior prediction of the delay distribution under censoring and truncation. +Because we are copying the data. +Then plot the data on top of the posterior predictive distribution. +Does it look reasonable? + ## Delay probability mass functions +Do a posterior predictive distribution under no truncation but daily censoring. +Then plot those as discrete PMF. +Compare to data somehow? + +What about the "continuous" no truncation no censoring distribution? + ## Model comparison * Is it worth including sex as a covariate? From 49742721bba8f236ccc27667ac8cda734f237814 Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 12 Aug 2024 18:20:55 +0100 Subject: [PATCH 23/73] The small districts are worse, but I still think the priors are wrong --- vignettes/ebola.Rmd | 66 ++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 59 insertions(+), 7 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index b4575e8a3..3bbaa9835 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -178,17 +178,21 @@ Sub-sample the data for speed. Use ADVI for speed. ```{r} +set.seed(1) + N <- nrow(obs_cens) obs_cens <- obs_cens[complete.cases(obs_cens)] N_complete <- nrow(obs_cens) -obs_cens <- obs_cens[sample(seq_len(.N), N_complete / 10, replace = FALSE)] +N_complete / N +obs_cens <- obs_cens[sample(seq_len(.N), N_complete / 5, replace = FALSE)] obs_prep <- as_latent_individual(obs_cens) fit <- epidist::epidist( data = obs_prep, formula = brms::bf(mu ~ 1, sigma ~ 1), family = brms::lognormal(), - algorithm = "laplace" + algorithm = "laplace", + refresh = 0 ) summary(fit) @@ -201,7 +205,8 @@ fit_sex <- epidist::epidist( data = obs_prep, formula = brms::bf(mu ~ 1 + sex, sigma ~ 1 + sex), family = brms::lognormal(), - algorithm = "laplace" + algorithm = "laplace", + refresh = 0 ) summary(fit_sex) @@ -214,7 +219,8 @@ fit_sex_district <- epidist::epidist( data = obs_prep, formula = brms::bf(mu ~ 1 + sex + district, sigma ~ 1 + sex + district), family = brms::lognormal(), - algorithm = "laplace" + algorithm = "laplace", + refresh = 0 ) summary(fit_sex_district) @@ -227,8 +233,16 @@ Posterior expectation of the delay distribution by covariate under no censoring ```{r} epred_draws <- obs_prep |> as.data.frame() |> + modelr::data_grid(NA) |> + dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_epred_draws(fit, dpar = TRUE) +epred_draws |> + ggplot(aes(x = .epred)) + + tidybayes::stat_slab() + + labs(x = "Posterior expectation of the delay", y = "") + + theme_minimal() + # We will probably want to add functionality for users to mutate these things # to the newdata themselves epred_draws_sex <- obs_prep |> @@ -245,7 +259,7 @@ epred_draws_sex |> ) ) |> ggplot(aes(x = .epred, y = sex)) + - stat_slab() + + tidybayes::stat_slab() + labs(x = "Posterior expectation of the delay", y = "") + theme_minimal() @@ -255,9 +269,47 @@ epred_draws_sex_district <- obs_prep |> dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_epred_draws(fit_sex_district, dpar = TRUE) -# Some strata that don't have much data? -# Some very bad priors? +epred_draws_sex_district |> + dplyr::mutate( + sex = dplyr::case_when( + sex == "F" ~ "Female", + sex == "M" ~ "Male" + ) + ) |> + ggplot(aes(x = .epred, y = district)) + + tidybayes::stat_slab() + + facet_grid(. ~ sex) + + labs(x = "Posterior expectation of the delay", y = "") + + theme_minimal() + +# Some strata that don't have much data? Some very bad priors? summary(epred_draws_sex_district$.epred) + +obs_prep$district |> + table() + +epred_draws_sex_district |> + dplyr::filter(district %in% c("Port Loko", "Western Urban")) |> + dplyr::mutate( + sex = dplyr::case_when( + sex == "F" ~ "Female", + sex == "M" ~ "Male" + ) + ) |> + ggplot(aes(x = .epred, y = district)) + + tidybayes::stat_slab() + + facet_grid(. ~ sex) + + labs(x = "Posterior expectation of the delay", y = "") + + theme_minimal() + +epred_draws_sex_district |> + dplyr::group_by(district) |> + dplyr::summarise(q90 = quantile(.epred, 0.9)) |> + ggplot(aes(x = district, y = q90)) + + geom_point() + +obs_prep$district |> + table() ``` ## Posterior predictions From 4f3cab4914b14c88cc6d696f56ae774ff3358f4c Mon Sep 17 00:00:00 2001 From: athowes Date: Tue, 13 Aug 2024 15:14:27 +0100 Subject: [PATCH 24/73] Add fitting with gamma --- vignettes/ebola.Rmd | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 3bbaa9835..3b4b9572a 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -337,6 +337,19 @@ What about the "continuous" no truncation no censoring distribution? ## Fitting * Just fit the best model from above here? +* Going to do the sex stratified one for now + +```{r} +fit_sex_gamma <- epidist::epidist( + data = obs_prep, + formula = brms::bf(mu ~ 1 + sex, shape ~ 1 + sex), + family = stats::Gamma(), + algorithm = "laplace", + refresh = 0 +) + +summary(fit_sex_gamma) +``` # Model selection From a905e84951acf12ef1d974b45bb84787867b8f7a Mon Sep 17 00:00:00 2001 From: athowes Date: Sun, 25 Aug 2024 15:42:10 +0100 Subject: [PATCH 25/73] Add column descriptions --- vignettes/ebola.Rmd | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 3b4b9572a..50f3b937c 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -160,14 +160,14 @@ max(obs_cens$stime) The columns added are: * `ptime_daily`: As the `ptime` was already daily then this is superfluous -* `ptime_lwr`: -* `ptime_upr`: +* `ptime_lwr`: The lower bound on the primary observation time i.e. the floor of `ptime_daily` +* `ptime_upr`: The upper bound on the primary observation time i.e. `ptime_lwr + 1` * `stime_daily`: As the `ptime` was already daily then this is superfluous -* `stime_lwr`: -* `stime_upr`: -* `delay_daily`: -* `delay_lwr`: -* `delay_upr`: +* `stime_lwr`: The lower bound on the secondary observation time i.e. the floor of `stime_daily` +* `stime_upr`: The upper bound on the secondary observation time i.e. `stime_lwr + 1` +* `delay_daily`: Is given by `stime_daily - ptime_daily` +* `delay_lwr`: Is given by `stime_lwr - ptime_upr` i.e. the minimum possible delay +* `delay_upr`: Is given by `stime_upr - ptime_lwr` i.e. the maximum possible delay * `obs_at`: The maximum value of `stime` ## Model fitting From 8d99453028aace68d7fcd5c37803d943688aa617 Mon Sep 17 00:00:00 2001 From: athowes Date: Sun, 25 Aug 2024 16:36:39 +0100 Subject: [PATCH 26/73] Testing prediction tidybayes functions --- vignettes/ebola.Rmd | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 50f3b937c..d16ae5966 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -319,6 +319,15 @@ Because we are copying the data. Then plot the data on top of the posterior predictive distribution. Does it look reasonable? +```{r} +draws <- predicted_draws(fit, newdata = as.data.frame(obs_prep)) +draws$.draw |> summary() + +obs_prep |> + as.data.frame() |> + add_predicted_rvars(fit) +``` + ## Delay probability mass functions Do a posterior predictive distribution under no truncation but daily censoring. From 7db2230933370577b2b4cd487063616ab14eba74 Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 26 Aug 2024 10:33:56 +0100 Subject: [PATCH 27/73] Replace epidist::epidist by epidist --- vignettes/ebola.Rmd | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index d16ae5966..7af673e20 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -187,7 +187,7 @@ N_complete / N obs_cens <- obs_cens[sample(seq_len(.N), N_complete / 5, replace = FALSE)] obs_prep <- as_latent_individual(obs_cens) -fit <- epidist::epidist( +fit <- epidist( data = obs_prep, formula = brms::bf(mu ~ 1, sigma ~ 1), family = brms::lognormal(), @@ -201,7 +201,7 @@ summary(fit) Fit a model including sex effect: ```{r} -fit_sex <- epidist::epidist( +fit_sex <- epidist( data = obs_prep, formula = brms::bf(mu ~ 1 + sex, sigma ~ 1 + sex), family = brms::lognormal(), @@ -215,7 +215,7 @@ summary(fit_sex) Fit a model including sex effect and district effect: ```{r} -fit_sex_district <- epidist::epidist( +fit_sex_district <- epidist( data = obs_prep, formula = brms::bf(mu ~ 1 + sex + district, sigma ~ 1 + sex + district), family = brms::lognormal(), @@ -349,7 +349,7 @@ What about the "continuous" no truncation no censoring distribution? * Going to do the sex stratified one for now ```{r} -fit_sex_gamma <- epidist::epidist( +fit_sex_gamma <- epidist( data = obs_prep, formula = brms::bf(mu ~ 1 + sex, shape ~ 1 + sex), family = stats::Gamma(), From 64950ce073e192a517bd6418a03bed6e78fec9be Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 26 Aug 2024 12:11:00 +0100 Subject: [PATCH 28/73] Improvements to writing, looking at the linear predictors, attempting to do posterior predictions --- vignettes/ebola.Rmd | 151 ++++++++++++++++++++++++++++++++++---------- 1 file changed, 116 insertions(+), 35 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 7af673e20..42abab754 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -66,7 +66,7 @@ data("sierra_leone_ebola_data") ``` The data has `r nrow(sierra_leone_ebola_data)` rows, each corresponding to a unique case report `id`. -The columns of the data are the individuals name (retracted, and hence can be safely removed), age, sex, the dates of symptom onset and positive sample, and their district and chiefdom. +The columns of the data are the individuals name (retracted, and hence can be removed), age, sex, the dates of symptom onset and positive sample, and their district and chiefdom. ```{r} sierra_leone_ebola_data <- sierra_leone_ebola_data |> @@ -76,14 +76,16 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> head(sierra_leone_ebola_data) ``` -Figure \@ref(fig:ebola-outbreak) shows the data. +Figure \@ref(fig:ebola-outbreak) shows every `r fraction`th case (to avoid over-plotting the data) by district. +The epidemic begins at different times in different districts. -(ref:ebola-outbreak) Primary and secondary event times for a fraction of the cases. +(ref:ebola-outbreak) Primary and secondary event times for every `r fraction`th case. ```{r ebola-outbreak, fig.cap="(ref:ebola-outbreak)", fig.height=9} -# Might want to move to using data.table code rather than dplyr here/everywhere +fraction <- 10 + sierra_leone_ebola_data |> - dplyr::filter(case %% 10 == 0) |> + dplyr::filter(case %% fraction == 0) |> ggplot() + geom_segment( aes( @@ -115,9 +117,9 @@ sierra_leone_ebola_data_sf <- dplyr::select(sf, district = NAME_2, geometry) |> ) ``` -Figure \@ref(fig:ebola-cloropleth) shows that the majority of cases we concentrated in the Western Urban district. +Figure \@ref(fig:ebola-cloropleth) shows that the majority of cases were concentrated in the Western Urban district. -(ref:ebola-cloropleth) Figure caption. +(ref:ebola-cloropleth) A cloropleth showing the total number of Ebola cases in each district of Sierra Leone. ```{r ebola-cloropleth, fig.cap="(ref:ebola-cloropleth)"} ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + @@ -131,7 +133,9 @@ ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + ## Data preparation -To prepare the data for use in `epidist`, we first rename the date columns as `ptime` (time of primary event) and `stime` (time of secondary event), as well as transforming to a `data.table`: +To prepare the data for use in `epidist`, we transform the date columns to `ptime` (time of primary event) and `stime` (time of secondary event) columns. +Both of these columns are given relative to the first date of symptom onset in the data. +We also transform the `data.frame` to a `data.table`. ```{r} sierra_leone_ebola_data <- sierra_leone_ebola_data |> @@ -143,9 +147,11 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> ) |> dplyr::select(case, ptime, stime, age, sex, district) |> data.table::as.data.table() + +head(sierra_leone_ebola_data) ``` -Next, we use `observe_process()` to do add interval censoring columns: +Next, we use `observe_process()` to do add the required interval censoring columns: ```{r} obs_cens <- epidist::observe_process(sierra_leone_ebola_data) @@ -228,7 +234,10 @@ summary(fit_sex_district) ## Posterior expectations -Posterior expectation of the delay distribution by covariate under no censoring or truncation: +To obtain the posterior expectation of the delay distribution, under no censoring or truncation, we may use the `modelr::data_grid` function in combination with the `tidybayes::add_epred_draws` function. +The `tidybayes::add_epred_draws` function uses the `posterior_epred_latent_lognormal` function implemented in `epidist` for the `latent_lognormal` custom `brms` family. + +First, for the model with no stratification (Figure \@ref(fig:epred-base)): ```{r} epred_draws <- obs_prep |> @@ -236,21 +245,33 @@ epred_draws <- obs_prep |> modelr::data_grid(NA) |> dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_epred_draws(fit, dpar = TRUE) +``` +(ref:epred-base) The fitted posterior expectation of the delay distribution for a model with no stratification. + +```{r epred-base, fig.cap="(ref:epred-base)"} epred_draws |> ggplot(aes(x = .epred)) + tidybayes::stat_slab() + labs(x = "Posterior expectation of the delay", y = "") + theme_minimal() +``` -# We will probably want to add functionality for users to mutate these things -# to the newdata themselves -epred_draws_sex <- obs_prep |> +Next, for the sex stratified model, we find the men typically have a higher posterior delay expectation than women (Figure \@ref(fig:epred-sex)): + +```{r} +# Probably want functionality for users not to have to do this themselves +(newdata_sex <- obs_prep |> as.data.frame() |> modelr::data_grid(sex) |> - dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> - tidybayes::add_epred_draws(fit_sex, dpar = TRUE) + dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA)) + +epred_draws_sex <- tidybayes::add_epred_draws(newdata_sex, fit_sex, dpar = TRUE) +``` +(ref:epred-sex) The fitted posterior expectation of the delay distribution for a model with sex stratification. + +```{r epred-sex, fig.cap="(ref:epred-sex)"} epred_draws_sex |> dplyr::mutate( sex = dplyr::case_when( @@ -259,10 +280,14 @@ epred_draws_sex |> ) ) |> ggplot(aes(x = .epred, y = sex)) + - tidybayes::stat_slab() + + tidybayes::stat_halfeye() + labs(x = "Posterior expectation of the delay", y = "") + theme_minimal() +``` + +Finally, for the sex-district stratified model: +```{r} epred_draws_sex_district <- obs_prep |> as.data.frame() |> modelr::data_grid(sex, district) |> @@ -277,7 +302,7 @@ epred_draws_sex_district |> ) ) |> ggplot(aes(x = .epred, y = district)) + - tidybayes::stat_slab() + + tidybayes::stat_pointinterval() + facet_grid(. ~ sex) + labs(x = "Posterior expectation of the delay", y = "") + theme_minimal() @@ -285,57 +310,113 @@ epred_draws_sex_district |> # Some strata that don't have much data? Some very bad priors? summary(epred_draws_sex_district$.epred) +epred_draws_sex_district |> + dplyr::group_by(district) |> + dplyr::summarise(q90 = quantile(.epred, 0.9)) |> + ggplot(aes(x = district, y = q90)) + + geom_point() + obs_prep$district |> table() +``` -epred_draws_sex_district |> - dplyr::filter(district %in% c("Port Loko", "Western Urban")) |> +## Linear predictor posteriors + +```{r} +linpred_draws_sex_district <- obs_prep |> + as.data.frame() |> + modelr::data_grid(sex, district) |> + dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> + add_linpred_draws(fit_sex_district, dpar = TRUE) +``` + +Linear predictors for the `mu` parameter by sex and district: + +```{r} +linpred_draws_sex_district |> dplyr::mutate( sex = dplyr::case_when( sex == "F" ~ "Female", sex == "M" ~ "Male" ) ) |> - ggplot(aes(x = .epred, y = district)) + - tidybayes::stat_slab() + + ggplot(aes(x = mu, y = district)) + + tidybayes::stat_pointinterval() + facet_grid(. ~ sex) + - labs(x = "Posterior expectation of the delay", y = "") + + labs(x = "Posterior of the mu linear predictor", y = "") + theme_minimal() +``` -epred_draws_sex_district |> - dplyr::group_by(district) |> - dplyr::summarise(q90 = quantile(.epred, 0.9)) |> - ggplot(aes(x = district, y = q90)) + - geom_point() +Linear predictors for the `sigma` parameter by sex and district: -obs_prep$district |> - table() +```{r} +linpred_draws_sex_district |> + dplyr::mutate( + sex = dplyr::case_when( + sex == "F" ~ "Female", + sex == "M" ~ "Male" + ) + ) |> + ggplot(aes(x = sigma, y = district)) + + tidybayes::stat_pointinterval() + + facet_grid(. ~ sex) + + labs(x = "Posterior of the sigma linear predictor", y = "") + + theme_minimal() ``` ## Posterior predictions -Posterior prediction of the delay distribution under censoring and truncation. -Because we are copying the data. -Then plot the data on top of the posterior predictive distribution. -Does it look reasonable? +Posterior prediction of the observed data. +(One sample from it.) ```{r} draws <- predicted_draws(fit, newdata = as.data.frame(obs_prep)) + +# This is just a single draw. To get many draws do you have to repeat rows? draws$.draw |> summary() +ggplot(draws, aes(x = .prediction, y = district)) + + tidybayes::stat_pointinterval() + + facet_grid(. ~ sex) + + theme_minimal() +``` + +How does this `rvars` stuff work? + +```{r} obs_prep |> as.data.frame() |> - add_predicted_rvars(fit) + add_predicted_rvars(fit) |> + select(.prediction) |> + head() ``` ## Delay probability mass functions Do a posterior predictive distribution under no truncation but daily censoring. Then plot those as discrete PMF. -Compare to data somehow? + +```{r} +newdata_pmf <- obs_prep |> + as.data.frame() |> + modelr::data_grid(NA) |> + dplyr::mutate(obs_t = 100, pwindow_upr = 1, swindow_upr = 1) + +# Anything here with the prediction being vectorised? +draws_pmf <- predicted_draws(fit, newdata = newdata_pmf, ndraws = 1) +``` What about the "continuous" no truncation no censoring distribution? +```{r} +newdata_pdf <- obs_prep |> + as.data.frame() |> + modelr::data_grid(NA) |> + dplyr::mutate(obs_t = 100, pwindow_upr = 0, swindow_upr = 0) + +draws_pdf <- predicted_draws(fit, newdata = newdata_pdf, ndraws = 1) +``` + ## Model comparison * Is it worth including sex as a covariate? From 1a679314d5ea197b144730fde753b59af23a2232 Mon Sep 17 00:00:00 2001 From: athowes Date: Tue, 3 Sep 2024 13:24:40 +0100 Subject: [PATCH 29/73] Add sf dependency --- DESCRIPTION | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 9134edac5..699ea1002 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -49,7 +49,8 @@ Suggests: tidyr, posterior, fs, - tidybayes + tidybayes, + sf Remotes: stan-dev/cmdstanr, Rdatatable/data.table, From 41500745845f90b2f6eabb869e1bc0da80516dce Mon Sep 17 00:00:00 2001 From: athowes Date: Tue, 27 Aug 2024 10:11:21 +0100 Subject: [PATCH 30/73] Lint --- vignettes/ebola.Rmd | 76 ++++++++++++++++++++++----------------------- 1 file changed, 38 insertions(+), 38 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 42abab754..979a01428 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -87,18 +87,18 @@ fraction <- 10 sierra_leone_ebola_data |> dplyr::filter(case %% fraction == 0) |> ggplot() + - geom_segment( - aes( - x = date_of_symptom_onset, xend = date_of_sample_tested, - y = case, yend = case - ), - col = "grey" - ) + - geom_point(aes(x = date_of_symptom_onset, y = case), col = "#56B4E9") + - geom_point(aes(x = date_of_sample_tested, y = case), col = "#009E73") + - facet_wrap(district ~ ., ncol = 2) + - labs(x = "", y = "Case ID") + - theme_minimal() + geom_segment( + aes( + x = date_of_symptom_onset, xend = date_of_sample_tested, + y = case, yend = case + ), + col = "grey" + ) + + geom_point(aes(x = date_of_symptom_onset, y = case), col = "#56B4E9") + + geom_point(aes(x = date_of_sample_tested, y = case), col = "#009E73") + + facet_wrap(district ~ ., ncol = 2) + + labs(x = "", y = "Case ID") + + theme_minimal() ``` @@ -186,11 +186,11 @@ Use ADVI for speed. ```{r} set.seed(1) -N <- nrow(obs_cens) +n <- nrow(obs_cens) obs_cens <- obs_cens[complete.cases(obs_cens)] -N_complete <- nrow(obs_cens) -N_complete / N -obs_cens <- obs_cens[sample(seq_len(.N), N_complete / 5, replace = FALSE)] +n_complete <- nrow(obs_cens) +n_complete / n +obs_cens <- obs_cens[sample(seq_len(.N), n_complete / 5, replace = FALSE)] obs_prep <- as_latent_individual(obs_cens) fit <- epidist( @@ -252,9 +252,9 @@ epred_draws <- obs_prep |> ```{r epred-base, fig.cap="(ref:epred-base)"} epred_draws |> ggplot(aes(x = .epred)) + - tidybayes::stat_slab() + - labs(x = "Posterior expectation of the delay", y = "") + - theme_minimal() + tidybayes::stat_slab() + + labs(x = "Posterior expectation of the delay", y = "") + + theme_minimal() ``` Next, for the sex stratified model, we find the men typically have a higher posterior delay expectation than women (Figure \@ref(fig:epred-sex)): @@ -262,9 +262,9 @@ Next, for the sex stratified model, we find the men typically have a higher post ```{r} # Probably want functionality for users not to have to do this themselves (newdata_sex <- obs_prep |> - as.data.frame() |> - modelr::data_grid(sex) |> - dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA)) + as.data.frame() |> + modelr::data_grid(sex) |> + dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA)) epred_draws_sex <- tidybayes::add_epred_draws(newdata_sex, fit_sex, dpar = TRUE) ``` @@ -280,9 +280,9 @@ epred_draws_sex |> ) ) |> ggplot(aes(x = .epred, y = sex)) + - tidybayes::stat_halfeye() + - labs(x = "Posterior expectation of the delay", y = "") + - theme_minimal() + tidybayes::stat_halfeye() + + labs(x = "Posterior expectation of the delay", y = "") + + theme_minimal() ``` Finally, for the sex-district stratified model: @@ -302,10 +302,10 @@ epred_draws_sex_district |> ) ) |> ggplot(aes(x = .epred, y = district)) + - tidybayes::stat_pointinterval() + - facet_grid(. ~ sex) + - labs(x = "Posterior expectation of the delay", y = "") + - theme_minimal() + tidybayes::stat_pointinterval() + + facet_grid(. ~ sex) + + labs(x = "Posterior expectation of the delay", y = "") + + theme_minimal() # Some strata that don't have much data? Some very bad priors? summary(epred_draws_sex_district$.epred) @@ -341,10 +341,10 @@ linpred_draws_sex_district |> ) ) |> ggplot(aes(x = mu, y = district)) + - tidybayes::stat_pointinterval() + - facet_grid(. ~ sex) + - labs(x = "Posterior of the mu linear predictor", y = "") + - theme_minimal() + tidybayes::stat_pointinterval() + + facet_grid(. ~ sex) + + labs(x = "Posterior of the mu linear predictor", y = "") + + theme_minimal() ``` Linear predictors for the `sigma` parameter by sex and district: @@ -358,10 +358,10 @@ linpred_draws_sex_district |> ) ) |> ggplot(aes(x = sigma, y = district)) + - tidybayes::stat_pointinterval() + - facet_grid(. ~ sex) + - labs(x = "Posterior of the sigma linear predictor", y = "") + - theme_minimal() + tidybayes::stat_pointinterval() + + facet_grid(. ~ sex) + + labs(x = "Posterior of the sigma linear predictor", y = "") + + theme_minimal() ``` ## Posterior predictions @@ -447,4 +447,4 @@ summary(fit_sex_gamma) # Conclusion -## Bibliography {-} \ No newline at end of file +## Bibliography {-} From cf412a9fa27547cc12593bb73ad161dc5c332d83 Mon Sep 17 00:00:00 2001 From: athowes Date: Tue, 3 Sep 2024 13:25:17 +0100 Subject: [PATCH 31/73] Add modelr to suggests --- DESCRIPTION | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 699ea1002..3cfbedbb5 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -49,8 +49,9 @@ Suggests: tidyr, posterior, fs, + sf, tidybayes, - sf + modelr Remotes: stan-dev/cmdstanr, Rdatatable/data.table, From 318b56129857ca4dd2a0f44a49789ad918dd4194 Mon Sep 17 00:00:00 2001 From: athowes Date: Tue, 27 Aug 2024 11:37:14 +0100 Subject: [PATCH 32/73] Move fraction, add dplyr:: to select, and create PMF and PDF figures --- vignettes/ebola.Rmd | 27 ++++++++++++++++++++------- 1 file changed, 20 insertions(+), 7 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 979a01428..a1473f99e 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -74,6 +74,8 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> dplyr::mutate(case = as.integer(id), .keep = "unused") head(sierra_leone_ebola_data) + +fraction <- 10 ``` Figure \@ref(fig:ebola-outbreak) shows every `r fraction`th case (to avoid over-plotting the data) by district. @@ -82,8 +84,6 @@ The epidemic begins at different times in different districts. (ref:ebola-outbreak) Primary and secondary event times for every `r fraction`th case. ```{r ebola-outbreak, fig.cap="(ref:ebola-outbreak)", fig.height=9} -fraction <- 10 - sierra_leone_ebola_data |> dplyr::filter(case %% fraction == 0) |> ggplot() + @@ -387,7 +387,7 @@ How does this `rvars` stuff work? obs_prep |> as.data.frame() |> add_predicted_rvars(fit) |> - select(.prediction) |> + dplyr::select(.prediction) |> head() ``` @@ -399,11 +399,17 @@ Then plot those as discrete PMF. ```{r} newdata_pmf <- obs_prep |> as.data.frame() |> - modelr::data_grid(NA) |> - dplyr::mutate(obs_t = 100, pwindow_upr = 1, swindow_upr = 1) + modelr::data_grid(rep = seq_along(1:5000)) |> + dplyr::mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) # Anything here with the prediction being vectorised? +# Would that solve my draws only being one issue? draws_pmf <- predicted_draws(fit, newdata = newdata_pmf, ndraws = 1) + +ggplot(draws_pmf, aes(x = .prediction)) + + geom_bar(aes(y = after_stat(count / sum(count)))) + + labs(x = "PMF with daily censoring and no truncation", y = "") + + theme_minimal() ``` What about the "continuous" no truncation no censoring distribution? @@ -411,10 +417,17 @@ What about the "continuous" no truncation no censoring distribution? ```{r} newdata_pdf <- obs_prep |> as.data.frame() |> - modelr::data_grid(NA) |> - dplyr::mutate(obs_t = 100, pwindow_upr = 0, swindow_upr = 0) + modelr::data_grid(rep = seq_along(1:5000)) |> + dplyr::mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) draws_pdf <- predicted_draws(fit, newdata = newdata_pdf, ndraws = 1) + +# I don't like that this is also doing kernel smoothing (to some extent) +# But plotting as a histogram is suggestive of there being discrete structure +ggplot(draws_pdf, aes(x = .prediction)) + + geom_density() + + labs(x = "PDF with no censoring and no truncation", y = "") + + theme_minimal() ``` ## Model comparison From caa749e914d34e52cbdc0a4cd452db05abf74f6a Mon Sep 17 00:00:00 2001 From: athowes Date: Tue, 27 Aug 2024 11:52:52 +0100 Subject: [PATCH 33/73] Add SLE shapefiles --- inst/gadm41_SLE_shp/gadm41_SLE_0.cpg | 1 + inst/gadm41_SLE_shp/gadm41_SLE_0.dbf | Bin 0 -> 121 bytes inst/gadm41_SLE_shp/gadm41_SLE_0.prj | 1 + inst/gadm41_SLE_shp/gadm41_SLE_0.shp | Bin 0 -> 696696 bytes inst/gadm41_SLE_shp/gadm41_SLE_0.shx | Bin 0 -> 108 bytes inst/gadm41_SLE_shp/gadm41_SLE_1.cpg | 1 + inst/gadm41_SLE_shp/gadm41_SLE_1.dbf | Bin 0 -> 838 bytes inst/gadm41_SLE_shp/gadm41_SLE_1.prj | 1 + inst/gadm41_SLE_shp/gadm41_SLE_1.shp | Bin 0 -> 723632 bytes inst/gadm41_SLE_shp/gadm41_SLE_1.shx | Bin 0 -> 132 bytes inst/gadm41_SLE_shp/gadm41_SLE_2.cpg | 1 + inst/gadm41_SLE_shp/gadm41_SLE_2.dbf | Bin 0 -> 2354 bytes inst/gadm41_SLE_shp/gadm41_SLE_2.prj | 1 + inst/gadm41_SLE_shp/gadm41_SLE_2.shp | Bin 0 -> 794996 bytes inst/gadm41_SLE_shp/gadm41_SLE_2.shx | Bin 0 -> 212 bytes inst/gadm41_SLE_shp/gadm41_SLE_3.cpg | 1 + inst/gadm41_SLE_shp/gadm41_SLE_3.dbf | Bin 0 -> 29157 bytes 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To create a map, we first join the Ebola data to shapefiles (obtained from [GADM](https://gadm.org/)) for the districts of Sierra Leone. From 6e58c2eb4cbb67812ffddc9009b906cd0d5412eb Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 30 Aug 2024 12:28:59 +0100 Subject: [PATCH 35/73] Remove warnings, make brms silent, filter to only data with >30 points, produce all epred and pred figures, add conclusion --- vignettes/ebola.Rmd | 223 +++++++++++++++++++++++++++++++------------- 1 file changed, 157 insertions(+), 66 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index fe8f1b460..d26dff280 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -104,8 +104,8 @@ sierra_leone_ebola_data |> We can use a map to help visualise the outbreak across space. To create a map, we first join the Ebola data to shapefiles (obtained from [GADM](https://gadm.org/)) for the districts of Sierra Leone. -```{r message = FALSE} -sf <- sf::st_read("../inst/gadm41_SLE_shp/gadm41_SLE_2.shp") +```{r message=FALSE, warning=FALSE} +sf <- sf::st_read("../inst/gadm41_SLE_shp/gadm41_SLE_2.shp", quiet = TRUE) sierra_leone_ebola_data_sf <- dplyr::select(sf, district = NAME_2, geometry) |> dplyr::left_join( @@ -196,7 +196,8 @@ fit <- epidist( formula = brms::bf(mu ~ 1, sigma ~ 1), family = brms::lognormal(), algorithm = "laplace", - refresh = 0 + refresh = 0, + silent = 2 ) summary(fit) @@ -210,7 +211,8 @@ fit_sex <- epidist( formula = brms::bf(mu ~ 1 + sex, sigma ~ 1 + sex), family = brms::lognormal(), algorithm = "laplace", - refresh = 0 + refresh = 0, + silent = 2 ) summary(fit_sex) @@ -219,12 +221,22 @@ summary(fit_sex) Fit a model including sex effect and district effect: ```{r} +obs_prep_reduced <- obs_prep |> + group_by(district) |> + mutate(n = n()) |> + filter(n > 30) |> + select(-n) |> + ungroup() + +obs_prep_reduced <- as_latent_individual(obs_prep_reduced) + fit_sex_district <- epidist( - data = obs_prep, + data = obs_prep_reduced, formula = brms::bf(mu ~ 1 + sex + district, sigma ~ 1 + sex + district), family = brms::lognormal(), algorithm = "laplace", - refresh = 0 + refresh = 0, + silent = 2 ) summary(fit_sex_district) @@ -286,7 +298,7 @@ epred_draws_sex |> Finally, for the sex-district stratified model: ```{r} -epred_draws_sex_district <- obs_prep |> +epred_draws_sex_district <- obs_prep_reduced |> as.data.frame() |> modelr::data_grid(sex, district) |> dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> @@ -304,33 +316,20 @@ epred_draws_sex_district |> facet_grid(. ~ sex) + labs(x = "Posterior expectation of the delay", y = "") + theme_minimal() - -# Some strata that don't have much data? Some very bad priors? -summary(epred_draws_sex_district$.epred) - -epred_draws_sex_district |> - dplyr::group_by(district) |> - dplyr::summarise(q90 = quantile(.epred, 0.9)) |> - ggplot(aes(x = district, y = q90)) + - geom_point() - -obs_prep$district |> - table() ``` ## Linear predictor posteriors +One can also generate draws of the linear predictors for all distributional parameters using `add_linpred_draws`. +For example, for the `mu` parameter then: + ```{r} linpred_draws_sex_district <- obs_prep |> as.data.frame() |> modelr::data_grid(sex, district) |> dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_linpred_draws(fit_sex_district, dpar = TRUE) -``` -Linear predictors for the `mu` parameter by sex and district: - -```{r} linpred_draws_sex_district |> dplyr::mutate( sex = dplyr::case_when( @@ -345,93 +344,166 @@ linpred_draws_sex_district |> theme_minimal() ``` -Linear predictors for the `sigma` parameter by sex and district: +## Delay probability mass functions + +### No truncation with daily censoring + +The posterior predictive distribution under no truncation but daily censoring. + +No stratification: ```{r} -linpred_draws_sex_district |> +newdata_pmf <- obs_prep |> + as.data.frame() |> + dplyr::mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) + +draws_pmf <- predicted_draws(fit, newdata = newdata_pmf, ndraws = 1000) + +ggplot(draws_pmf, aes(x = .prediction)) + + geom_bar(aes(y = after_stat(count / sum(count)))) + + labs(x = "PMF with daily censoring and no truncation", y = "") + + theme_minimal() +``` + +Stratification by sex: + +```{r} +newdata_sex_pmf <- obs_prep |> + as.data.frame() |> + modelr::data_grid(sex) |> + dplyr::mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) + +draws_sex_pmf <- predicted_draws( + fit_sex, + newdata = newdata_sex_pmf, + ndraws = 1000 +) + +draws_sex_pmf |> dplyr::mutate( sex = dplyr::case_when( sex == "F" ~ "Female", sex == "M" ~ "Male" ) ) |> - ggplot(aes(x = sigma, y = district)) + - tidybayes::stat_pointinterval() + + ggplot(aes(x = .prediction)) + + geom_bar(aes(y = after_stat(count / sum(count)))) + + labs(x = "PMF with daily censoring and no truncation", y = "") + facet_grid(. ~ sex) + - labs(x = "Posterior of the sigma linear predictor", y = "") + theme_minimal() ``` -## Posterior predictions - -Posterior prediction of the observed data. -(One sample from it.) +Stratification by sex-district: ```{r} -draws <- predicted_draws(fit, newdata = as.data.frame(obs_prep)) +newdata_sex_district_pmf <- obs_prep_reduced |> + as.data.frame() |> + modelr::data_grid(sex, district) |> + dplyr::mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) -# This is just a single draw. To get many draws do you have to repeat rows? -draws$.draw |> summary() +draws_sex_district_pmf <- predicted_draws( + fit_sex_district, + newdata = newdata_sex_district_pmf, + ndraws = 1000 +) -ggplot(draws, aes(x = .prediction, y = district)) + - tidybayes::stat_pointinterval() + - facet_grid(. ~ sex) + +draws_sex_district_pmf |> + dplyr::mutate( + sex = dplyr::case_when( + sex == "F" ~ "Female", + sex == "M" ~ "Male" + ) + ) |> + ggplot(aes(x = .prediction)) + + geom_bar(aes(y = after_stat(count / sum(count)))) + + labs(x = "PMF with daily censoring and no truncation", y = "") + + facet_grid(district ~ sex) + theme_minimal() ``` -How does this `rvars` stuff work? +### Continuous with no truncation or censoring + +The posterior predictive distribution under no truncation and no censoring. +That is to produce continuous delay times. +I don't like that `geom_density()` is doing kernel smoothing but plotting as a histogram is suggestive of there being discrete structure. + +No stratification: ```{r} -obs_prep |> +newdata_pdf <- obs_prep |> as.data.frame() |> - add_predicted_rvars(fit) |> - dplyr::select(.prediction) |> - head() -``` + dplyr::mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) -## Delay probability mass functions +draws_pdf <- predicted_draws(fit, newdata = newdata_pdf, ndraws = 1000) -Do a posterior predictive distribution under no truncation but daily censoring. -Then plot those as discrete PMF. +ggplot(draws_pdf, aes(x = .prediction)) + + geom_density() + + labs(x = "PDF with no censoring and no truncation", y = "") + + theme_minimal() +``` + +Stratification by sex: ```{r} -newdata_pmf <- obs_prep |> +newdata_sex_pdf <- obs_prep |> as.data.frame() |> - modelr::data_grid(rep = seq_along(1:5000)) |> - dplyr::mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) + modelr::data_grid(sex) |> + dplyr::mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) -# Anything here with the prediction being vectorised? -# Would that solve my draws only being one issue? -draws_pmf <- predicted_draws(fit, newdata = newdata_pmf, ndraws = 1) +draws_sex_pdf <- predicted_draws( + fit_sex, + newdata = newdata_sex_pdf, + ndraws = 1000 +) -ggplot(draws_pmf, aes(x = .prediction)) + - geom_bar(aes(y = after_stat(count / sum(count)))) + - labs(x = "PMF with daily censoring and no truncation", y = "") + +draws_sex_pmf |> + dplyr::mutate( + sex = dplyr::case_when( + sex == "F" ~ "Female", + sex == "M" ~ "Male" + ) + ) |> + ggplot(aes(x = .prediction)) + + geom_density() + + labs(x = "PDF with no censoring and no truncation", y = "") + + facet_grid(. ~ sex) + theme_minimal() ``` -What about the "continuous" no truncation no censoring distribution? +Stratification by sex: ```{r} -newdata_pdf <- obs_prep |> +newdata_sex_district_pdf <- obs_prep_reduced |> as.data.frame() |> - modelr::data_grid(rep = seq_along(1:5000)) |> + modelr::data_grid(sex, district) |> dplyr::mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) -draws_pdf <- predicted_draws(fit, newdata = newdata_pdf, ndraws = 1) +draws_sex_district_pdf <- predicted_draws( + fit_sex_district, + newdata = newdata_sex_district_pdf, + ndraws = 1000 +) -# I don't like that this is also doing kernel smoothing (to some extent) -# But plotting as a histogram is suggestive of there being discrete structure -ggplot(draws_pdf, aes(x = .prediction)) + +draws_sex_district_pdf |> + dplyr::mutate( + sex = dplyr::case_when( + sex == "F" ~ "Female", + sex == "M" ~ "Male" + ) + ) |> + ggplot(aes(x = .prediction)) + geom_density() + labs(x = "PDF with no censoring and no truncation", y = "") + + facet_grid(district ~ sex) + theme_minimal() ``` ## Model comparison -* Is it worth including sex as a covariate? -* Is it worth including district as a covariate? What about spatially structured? +* Use `loo` and PSIS +* Find out if it's worth including sex as a covariate. Presumably yes given how different the delay distributions are +* Find out if it's worth including district as a random effects + * What about spatially structured? Probably future work: how to include more structured random effects # Using a gamma delay distribution @@ -446,7 +518,8 @@ fit_sex_gamma <- epidist( formula = brms::bf(mu ~ 1 + sex, shape ~ 1 + sex), family = stats::Gamma(), algorithm = "laplace", - refresh = 0 + refresh = 0, + silent = 2 ) summary(fit_sex_gamma) @@ -458,4 +531,22 @@ summary(fit_sex_gamma) # Conclusion +* The `epidist` package allows you to fit delay distribution models +* These models can be stratified by covariates such as sex and district +* You can use `tidybayes` for post-processing and prediction with fitted models +* The likelihood family may also be specified in `epidist` +* Model comparison may be performed via the `loo` package + +# Appendix + +How does this `rvars` stuff work? + +```{r} +obs_prep |> + as.data.frame() |> + add_predicted_rvars(fit) |> + dplyr::select(.prediction) |> + head() +``` + ## Bibliography {-} From 12142e10532e946f130d55a1dd379aed5448cd8b Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 2 Sep 2024 11:55:25 +0100 Subject: [PATCH 36/73] Work through more writing in the vignette --- vignettes/ebola.Rmd | 125 ++++++++++++++++++++++++++++++-------------- 1 file changed, 85 insertions(+), 40 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index d26dff280..78c2f32d8 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -75,13 +75,14 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> head(sierra_leone_ebola_data) -fraction <- 10 +fraction <- 5 +ndistrict <- length(unique(sierra_leone_ebola_data$district)) ``` Figure \@ref(fig:ebola-outbreak) shows every `r fraction`th case (to avoid over-plotting the data) by district. -The epidemic begins at different times in different districts. +We can see that the start time and course of the epidemic varies between districts. -(ref:ebola-outbreak) Primary and secondary event times for every `r fraction`th case. +(ref:ebola-outbreak) Primary and secondary event times for every `r fraction`th case, over the `r ndistrict` districts of Sierra Leone. ```{r ebola-outbreak, fig.cap="(ref:ebola-outbreak)", fig.height=9} sierra_leone_ebola_data |> @@ -102,7 +103,8 @@ sierra_leone_ebola_data |> ``` We can use a map to help visualise the outbreak across space. -To create a map, we first join the Ebola data to shapefiles (obtained from [GADM](https://gadm.org/)) for the districts of Sierra Leone. +To create a map, we first join the Ebola data to shapefiles for the districts of Sierra Leone. +These shapefiles were obtained from [GADM](https://gadm.org/). ```{r message=FALSE, warning=FALSE} sf <- sf::st_read("../inst/gadm41_SLE_shp/gadm41_SLE_2.shp", quiet = TRUE) @@ -116,6 +118,7 @@ sierra_leone_ebola_data_sf <- dplyr::select(sf, district = NAME_2, geometry) |> ``` Figure \@ref(fig:ebola-cloropleth) shows that the majority of cases were concentrated in the Western Urban district. +This district contains the capital of the country, and has the highest population (as such, one may also be interested in the prevalence of Ebola, that is the number of cases divided by the population size). (ref:ebola-cloropleth) A cloropleth showing the total number of Ebola cases in each district of Sierra Leone. @@ -127,11 +130,15 @@ ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + labs(fill = "Cases") ``` -# Fitting district-sex stratified delay distributions +# Fitting sex-district stratified delay distributions + +To understand the delay between time of symptom onset and time of sample testing, we are going to fit a range of models using the `epidist` package. +In fitting these models, we are going to vary the parameters of the delay distribution by sex and by district. +For the lognormal delay distribution, which we begin by focusing on, these parameters are the mean and standard deviation of the underlying normal distribution i.e. $\mu$ and $\sigma$ such that when $x \sim \mathcal{N}(\mu, \sigma)$ that $\exp(x)$ has a lognormal distribution. ## Data preparation -To prepare the data for use in `epidist`, we transform the date columns to `ptime` (time of primary event) and `stime` (time of secondary event) columns. +To prepare the data for use in `epidist`, we begin by transforming the date columns to `ptime` and `stime` columns, for the times of the respective primary and secondary events. Both of these columns are given relative to the first date of symptom onset in the data. We also transform the `data.frame` to a `data.table`. @@ -145,23 +152,24 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> ) |> dplyr::select(case, ptime, stime, age, sex, district) |> data.table::as.data.table() +``` + +The data now looks like: +```{r} head(sierra_leone_ebola_data) ``` -Next, we use `observe_process()` to do add the required interval censoring columns: +Next, we use `observe_process()` to add interval censoring columns giving the lower and upper bounds on the primary and secondary event times. ```{r} obs_cens <- epidist::observe_process(sierra_leone_ebola_data) -all(obs_cens$ptime == obs_cens$ptime_daily) -all(obs_cens$stime == obs_cens$stime_daily) - -max(obs_cens$ptime) -max(obs_cens$stime) +# all(obs_cens$ptime == obs_cens$ptime_daily) +# all(obs_cens$stime == obs_cens$stime_daily) ``` -The columns added are: +Specially, the columns added by `observe_process` are: * `ptime_daily`: As the `ptime` was already daily then this is superfluous * `ptime_lwr`: The lower bound on the primary observation time i.e. the floor of `ptime_daily` @@ -176,21 +184,36 @@ The columns added are: ## Model fitting -Now we fit lognormal delay distribution with sex effect and district effect. -First fit model with no district-sex stratification. -Sub-sample the data for speed. -Use ADVI for speed. +Now we are ready to fit lognormal delay distributions to the data! +First, we start with a simple model that assumes the same delay distribution for all cases. ```{r} -set.seed(1) +subsample <- 0.2 +``` +For the time being, we filter the data to only complete cases (i.e. rows of the data which have no missing values^[It should be a relatively simple extension to allow for missing data in the model.]). +As well, to speed up computation, we take a random `r `100 * subsample`% subsample of the complete data. + +```{r} +set.seed(1) n <- nrow(obs_cens) obs_cens <- obs_cens[complete.cases(obs_cens)] n_complete <- nrow(obs_cens) n_complete / n obs_cens <- obs_cens[sample(seq_len(.N), n_complete / 5, replace = FALSE)] +``` + +To prepare the data for use with the latent individual model, we use the function `as_latent_individual`: + +```{r} obs_prep <- as_latent_individual(obs_cens) +``` + +Now we are ready to call `epidsit` and fit the latent individual model. +We set `formula` to `brms::bf(mu ~ 1, sigma ~ 1)` to place only an intercept on the `mu` and `sigma` parameters of the lognormal distribution, specified using `family = brms::lognormal()`. +To make model fitting fast, we use the Laplace approximation via `algorithm = "laplace"` (see the approximate inference vignette). +```{r} fit <- epidist( data = obs_prep, formula = brms::bf(mu ~ 1, sigma ~ 1), @@ -199,11 +222,16 @@ fit <- epidist( refresh = 0, silent = 2 ) +``` +The `fit` object is a [`brmsfit`](https://paulbuerkner.com/brms/reference/brmsfit-class.html) object, and has the associated range of methods (see `methods(class = "brmsfit")`). +For example, we may use `summary` to view details about the model, including estimates for the fitted regression coefficients: + +```{r} summary(fit) ``` -Fit a model including sex effect: +To fit a model which varies `mu` and `sigma` by sex we alter the `formula` specification to include fixed effects for sex as follows: ```{r} fit_sex <- epidist( @@ -214,39 +242,40 @@ fit_sex <- epidist( refresh = 0, silent = 2 ) - -summary(fit_sex) ``` -Fit a model including sex effect and district effect: +A summary of the model shows that males tend to have longer delays (the posterior mean of `sexM` is `r signif(summary(fit_sex)$fixed[3, "Estimate"], 3)`) and greater delay variation (the posterior mean of `sigma_sexM` is `r signif(summary(fit_sex)$fixed[4, "Estimate"], 3)`): ```{r} -obs_prep_reduced <- obs_prep |> - group_by(district) |> - mutate(n = n()) |> - filter(n > 30) |> - select(-n) |> - ungroup() +summary(fit_sex) +``` -obs_prep_reduced <- as_latent_individual(obs_prep_reduced) +Finally, we will fit a model which also varies by district. +To do this, we will use district level random effects, assumed to be drawn from a shared normal distribution, within the model for both the `mu` and `sigma` parameters: +```{r} fit_sex_district <- epidist( - data = obs_prep_reduced, - formula = brms::bf(mu ~ 1 + sex + district, sigma ~ 1 + sex + district), + data = obs_prep, + formula = brms::bf(mu ~ 1 + sex + (1 | district), sigma ~ 1 + sex + (1 | district)), family = brms::lognormal(), algorithm = "laplace", refresh = 0, silent = 2 ) +``` +Along with looking at the `summary`, we may also use the `brms::ranef` function to look at the estiamtes of the random effects: + +```{r} summary(fit_sex_district) +brms::ranef(fit_sex_district) ``` ## Posterior expectations -To obtain the posterior expectation of the delay distribution, under no censoring or truncation, we may use the `modelr::data_grid` function in combination with the `tidybayes::add_epred_draws` function. +To go beyond simple summaries of the fitted model, we recommend using the `tidybayes` package. +For example, to obtain the posterior expectation of the delay distribution, under no censoring or truncation, we may use the `modelr::data_grid` function in combination with the `tidybayes::add_epred_draws` function. The `tidybayes::add_epred_draws` function uses the `posterior_epred_latent_lognormal` function implemented in `epidist` for the `latent_lognormal` custom `brms` family. - First, for the model with no stratification (Figure \@ref(fig:epred-base)): ```{r} @@ -267,7 +296,7 @@ epred_draws |> theme_minimal() ``` -Next, for the sex stratified model, we find the men typically have a higher posterior delay expectation than women (Figure \@ref(fig:epred-sex)): +Next, for the sex stratified model, we illustrate the higher mean of men as compared with women (Figure \@ref(fig:epred-sex)): ```{r} # Probably want functionality for users not to have to do this themselves @@ -295,7 +324,9 @@ epred_draws_sex |> theme_minimal() ``` -Finally, for the sex-district stratified model: +Finally, the sex-district stratified model is shown in Figure \@ref(fig:epred-sex). +Note that these results are questionable, and suggest that further would should be done refining the prior distributions for the model. +Part of the issue is that some sex-district strata have quite limited data. ```{r} epred_draws_sex_district <- obs_prep_reduced |> @@ -303,7 +334,11 @@ epred_draws_sex_district <- obs_prep_reduced |> modelr::data_grid(sex, district) |> dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_epred_draws(fit_sex_district, dpar = TRUE) +``` +(ref:epred-sex-district) The fitted posterior expectation of the delay distribution for a model with sex-district stratification. + +```{r epred-sex-district, fig.cap="(ref:epred-sex-district)"} epred_draws_sex_district |> dplyr::mutate( sex = dplyr::case_when( @@ -320,16 +355,20 @@ epred_draws_sex_district |> ## Linear predictor posteriors -One can also generate draws of the linear predictors for all distributional parameters using `add_linpred_draws`. -For example, for the `mu` parameter then: +The `tidybayes` package also allows users to generate draws of the linear predictors for all distributional parameters using `add_linpred_draws`. +For example, for the `mu` parameter in the sex-district stratified model: ```{r} -linpred_draws_sex_district <- obs_prep |> +linpred_draws_sex_district <- obs_prep_reduced |> as.data.frame() |> modelr::data_grid(sex, district) |> dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_linpred_draws(fit_sex_district, dpar = TRUE) +``` +(ref:linpred-sex-district) The posterior distribution of the linear predictor of `mu` parameter within the sex-district stratified model. + +```{r linpred-sex-district, fig.cap="(ref:linpred-sex-district)"} linpred_draws_sex_district |> dplyr::mutate( sex = dplyr::case_when( @@ -346,7 +385,10 @@ linpred_draws_sex_district |> ## Delay probability mass functions -### No truncation with daily censoring +Posterior predictions of the delay distribution are an important output of an analysis with the `epidist` package. +In this section, we demonstrate how to produce either a discrete probability mass function representation, or continuous probability density function representation of the delay distribution. + +### Discrete probability mass function The posterior predictive distribution under no truncation but daily censoring. @@ -421,7 +463,7 @@ draws_sex_district_pmf |> theme_minimal() ``` -### Continuous with no truncation or censoring +### Continuous probability density function The posterior predictive distribution under no truncation and no censoring. That is to produce continuous delay times. @@ -536,6 +578,9 @@ summary(fit_sex_gamma) * You can use `tidybayes` for post-processing and prediction with fitted models * The likelihood family may also be specified in `epidist` * Model comparison may be performed via the `loo` package +* Factors that we did not take into account in this vignette include + * Age: this would be a simple extension of the model + * Time: it is less clear how appropriate it is to include time as a covariate in the model. That said, I think it is an important future direction because I expect the time point during the epidemic to be a clear confounder of delay duration. Given epidemic start time varies by district, the "district" effects in the model currently are complicated by this fact # Appendix From 7618141f1ee45a3dda380d8b96affd0179290b1c Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 2 Sep 2024 16:45:37 +0100 Subject: [PATCH 37/73] Lint vignette and aim to make reproducible --- vignettes/ebola.Rmd | 22 ++++++++++++++-------- 1 file changed, 14 insertions(+), 8 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 78c2f32d8..ece1f8aef 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -47,6 +47,8 @@ For users new to `epidist`, before reading this article, we recommend beginning The packages used in this article are: ```{r load-requirements} +set.seed(1) + library(epidist) library(data.table) library(purrr) @@ -164,9 +166,6 @@ Next, we use `observe_process()` to add interval censoring columns giving the lo ```{r} obs_cens <- epidist::observe_process(sierra_leone_ebola_data) - -# all(obs_cens$ptime == obs_cens$ptime_daily) -# all(obs_cens$stime == obs_cens$stime_daily) ``` Specially, the columns added by `observe_process` are: @@ -220,7 +219,8 @@ fit <- epidist( family = brms::lognormal(), algorithm = "laplace", refresh = 0, - silent = 2 + silent = 2, + seed = 1 ) ``` @@ -240,7 +240,8 @@ fit_sex <- epidist( family = brms::lognormal(), algorithm = "laplace", refresh = 0, - silent = 2 + silent = 2, + seed = 1 ) ``` @@ -256,11 +257,15 @@ To do this, we will use district level random effects, assumed to be drawn from ```{r} fit_sex_district <- epidist( data = obs_prep, - formula = brms::bf(mu ~ 1 + sex + (1 | district), sigma ~ 1 + sex + (1 | district)), + formula = brms::bf( + mu ~ 1 + sex + (1 | district), + sigma ~ 1 + sex + (1 | district) + ), family = brms::lognormal(), algorithm = "laplace", refresh = 0, - silent = 2 + silent = 2, + seed = 1 ) ``` @@ -561,7 +566,8 @@ fit_sex_gamma <- epidist( family = stats::Gamma(), algorithm = "laplace", refresh = 0, - silent = 2 + silent = 2, + seed = 1 ) summary(fit_sex_gamma) From 65333a1e08e296e116868ca965373c2694b649be Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 2 Sep 2024 17:13:45 +0100 Subject: [PATCH 38/73] Correct error that prevents render --- vignettes/ebola.Rmd | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index ece1f8aef..2db4ea2e8 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -334,7 +334,7 @@ Note that these results are questionable, and suggest that further would should Part of the issue is that some sex-district strata have quite limited data. ```{r} -epred_draws_sex_district <- obs_prep_reduced |> +epred_draws_sex_district <- obs_prep |> as.data.frame() |> modelr::data_grid(sex, district) |> dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> @@ -364,7 +364,7 @@ The `tidybayes` package also allows users to generate draws of the linear predic For example, for the `mu` parameter in the sex-district stratified model: ```{r} -linpred_draws_sex_district <- obs_prep_reduced |> +linpred_draws_sex_district <- obs_prep |> as.data.frame() |> modelr::data_grid(sex, district) |> dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> @@ -443,7 +443,7 @@ draws_sex_pmf |> Stratification by sex-district: ```{r} -newdata_sex_district_pmf <- obs_prep_reduced |> +newdata_sex_district_pmf <- obs_prep |> as.data.frame() |> modelr::data_grid(sex, district) |> dplyr::mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) @@ -520,7 +520,7 @@ draws_sex_pmf |> Stratification by sex: ```{r} -newdata_sex_district_pdf <- obs_prep_reduced |> +newdata_sex_district_pdf <- obs_prep |> as.data.frame() |> modelr::data_grid(sex, district) |> dplyr::mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) From 23390156562dacc0de19e484d1f7eabd7891ec62 Mon Sep 17 00:00:00 2001 From: athowes Date: Tue, 3 Sep 2024 14:00:24 +0100 Subject: [PATCH 39/73] Some wording fixes --- vignettes/ebola.Rmd | 58 +++++++++++++++++++++++++++------------------ 1 file changed, 35 insertions(+), 23 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 2db4ea2e8..419be493f 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -34,15 +34,15 @@ The 2014-2016 outbreak of Ebola in West Africa began in Guinea, and quickly spre It was the largest outbreak in the disease's history, and resulted in over 28,600 infections and 11,325 deaths [@who_ebola_2014_2016]. In this vignette, we use the `epidist` package to analyze line list data from the outbreak in Sierra Leone. -This data was collated by @fang2016transmission, and is available in the `epidist` package. +This data was collated by @fang2016transmission. +We provide the data in the `epidist` package via `?sierra_leone_ebola_data`. + In analyzing this data, we demonstrate the following features of `epidist`: 1. Fitting district-sex stratified delay distribution estimates. 2. Fitting models with lognormal and gamma delay distributions. -3. Selecting between fitted models. -4. Post-processing and plotting functionality. - -For users new to `epidist`, before reading this article, we recommend beginning with the "[Getting started vignette](http://epidist.epinowcast.org/articles/epidist.html)". +3. Post-processing and plotting functionality using the integration of `brms` functionality with the [`tidybayes`](http://mjskay.github.io/tidybayes/) package. +4. Selecting between fitted models using the [`loo`](https://mc-stan.org/loo/) package. The packages used in this article are: @@ -58,17 +58,18 @@ library(tidybayes) library(modelr) ``` +Note that, for users new to `epidist`, before reading this article we recommend beginning with the vignette "[Getting started with `epidist`](http://epidist.epinowcast.org/articles/epidist.html)". + # Data preparation -We begin by loading the Ebola line list data. -For more details, see `?sierra_leone_ebola_data`. +We begin by loading the Ebola line list data: ```{r} data("sierra_leone_ebola_data") ``` The data has `r nrow(sierra_leone_ebola_data)` rows, each corresponding to a unique case report `id`. -The columns of the data are the individuals name (retracted, and hence can be removed), age, sex, the dates of symptom onset and positive sample, and their district and chiefdom. +The columns of the data are the individuals name (retracted, and hence can be removed), age, sex, the dates of Ebola symptom onset and positive sample, and their district and chiefdom. ```{r} sierra_leone_ebola_data <- sierra_leone_ebola_data |> @@ -81,7 +82,8 @@ fraction <- 5 ndistrict <- length(unique(sierra_leone_ebola_data$district)) ``` -Figure \@ref(fig:ebola-outbreak) shows every `r fraction`th case (to avoid over-plotting the data) by district. +Figure \@ref(fig:ebola-outbreak) shows the progression of the epidemic in each district. +(In this figure, we filter down to every `r fraction`th case in order to avoid overplotting.) We can see that the start time and course of the epidemic varies between districts. (ref:ebola-outbreak) Primary and secondary event times for every `r fraction`th case, over the `r ndistrict` districts of Sierra Leone. @@ -106,7 +108,7 @@ sierra_leone_ebola_data |> We can use a map to help visualise the outbreak across space. To create a map, we first join the Ebola data to shapefiles for the districts of Sierra Leone. -These shapefiles were obtained from [GADM](https://gadm.org/). +These shapefiles were obtained from the Database of Global Administrative Areas ([GADM](https://gadm.org/)). ```{r message=FALSE, warning=FALSE} sf <- sf::st_read("../inst/gadm41_SLE_shp/gadm41_SLE_2.shp", quiet = TRUE) @@ -134,14 +136,15 @@ ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + # Fitting sex-district stratified delay distributions -To understand the delay between time of symptom onset and time of sample testing, we are going to fit a range of models using the `epidist` package. -In fitting these models, we are going to vary the parameters of the delay distribution by sex and by district. -For the lognormal delay distribution, which we begin by focusing on, these parameters are the mean and standard deviation of the underlying normal distribution i.e. $\mu$ and $\sigma$ such that when $x \sim \mathcal{N}(\mu, \sigma)$ that $\exp(x)$ has a lognormal distribution. +To understand the delay between time of symptom onset and time of sample testing, we fit a range of statistical models using the `epidist` package. +In some of these models, we vary the parameters of the delay distribution by sex or by district. +For the lognormal delay distribution, which we begin by focusing on, these parameters are the mean and standard deviation of the underlying normal distribution. +That is, $\mu$ and $\sigma$ such that when $x \sim \mathcal{N}(\mu, \sigma)$ that $\exp(x)$ has a lognormal distribution. ## Data preparation -To prepare the data for use in `epidist`, we begin by transforming the date columns to `ptime` and `stime` columns, for the times of the respective primary and secondary events. -Both of these columns are given relative to the first date of symptom onset in the data. +To prepare the data, we begin by transforming the date columns to `ptime` and `stime` columns for the times of the primary and secondary events respectively. +Both of these columns are relative to the first date of symptom onset in the data. We also transform the `data.frame` to a `data.table`. ```{r} @@ -191,7 +194,7 @@ subsample <- 0.2 ``` For the time being, we filter the data to only complete cases (i.e. rows of the data which have no missing values^[It should be a relatively simple extension to allow for missing data in the model.]). -As well, to speed up computation, we take a random `r `100 * subsample`% subsample of the complete data. +As well, to speed up computation, we take a random `r 100 * subsample`% subsample of the complete data. ```{r} set.seed(1) @@ -199,7 +202,7 @@ n <- nrow(obs_cens) obs_cens <- obs_cens[complete.cases(obs_cens)] n_complete <- nrow(obs_cens) n_complete / n -obs_cens <- obs_cens[sample(seq_len(.N), n_complete / 5, replace = FALSE)] +obs_cens <- obs_cens[sample(seq_len(.N), n_complete * subsample, replace = FALSE)] ``` To prepare the data for use with the latent individual model, we use the function `as_latent_individual`: @@ -208,9 +211,13 @@ To prepare the data for use with the latent individual model, we use the functio obs_prep <- as_latent_individual(obs_cens) ``` -Now we are ready to call `epidsit` and fit the latent individual model. -We set `formula` to `brms::bf(mu ~ 1, sigma ~ 1)` to place only an intercept on the `mu` and `sigma` parameters of the lognormal distribution, specified using `family = brms::lognormal()`. -To make model fitting fast, we use the Laplace approximation via `algorithm = "laplace"` (see the approximate inference vignette). +Now we are ready to fit the latent individual model. + +### Intercept only model + +We set `formula` to `brms::bf(mu ~ 1, sigma ~ 1)` to place an intercept only model on the `mu` and `sigma` parameters of the lognormal distribution. +This distribution is specified using `family = brms::lognormal()`. +We use the Laplace approximation via `algorithm = "laplace"` (see the approximate inference vignette) for fast model fitting. ```{r} fit <- epidist( @@ -224,13 +231,16 @@ fit <- epidist( ) ``` -The `fit` object is a [`brmsfit`](https://paulbuerkner.com/brms/reference/brmsfit-class.html) object, and has the associated range of methods (see `methods(class = "brmsfit")`). -For example, we may use `summary` to view details about the model, including estimates for the fitted regression coefficients: +The `fit` object is a [`brmsfit`](https://paulbuerkner.com/brms/reference/brmsfit-class.html) object, and has the associated range of methods. +See `methods(class = "brmsfit")` for more details. +For example, we may use `summary` to view information about the fitted model, including posterior estimates for the regression coefficients: ```{r} summary(fit) ``` +### Sex-stratified model + To fit a model which varies `mu` and `sigma` by sex we alter the `formula` specification to include fixed effects for sex as follows: ```{r} @@ -251,6 +261,8 @@ A summary of the model shows that males tend to have longer delays (the posterio summary(fit_sex) ``` +### Sex-district stratified model + Finally, we will fit a model which also varies by district. To do this, we will use district level random effects, assumed to be drawn from a shared normal distribution, within the model for both the `mu` and `sigma` parameters: @@ -269,7 +281,7 @@ fit_sex_district <- epidist( ) ``` -Along with looking at the `summary`, we may also use the `brms::ranef` function to look at the estiamtes of the random effects: +Along with looking at the `summary`, we may also use the `brms::ranef` function to look at the estimates of the random effects: ```{r} summary(fit_sex_district) From 5a67961df3ff2b9eba2515d4935d81eeed72096c Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 4 Sep 2024 11:29:46 +0100 Subject: [PATCH 40/73] Remove dplyr:: and put library(dplyr) --- vignettes/ebola.Rmd | 69 +++++++++++++++++++++++---------------------- 1 file changed, 35 insertions(+), 34 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 419be493f..ebfe06513 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -51,6 +51,7 @@ set.seed(1) library(epidist) library(data.table) +library(dplyr) library(purrr) library(ggplot2) library(sf) @@ -73,8 +74,8 @@ The columns of the data are the individuals name (retracted, and hence can be re ```{r} sierra_leone_ebola_data <- sierra_leone_ebola_data |> - dplyr::select(-name) |> - dplyr::mutate(case = as.integer(id), .keep = "unused") + select(-name) |> + mutate(case = as.integer(id), .keep = "unused") head(sierra_leone_ebola_data) @@ -90,7 +91,7 @@ We can see that the start time and course of the epidemic varies between distric ```{r ebola-outbreak, fig.cap="(ref:ebola-outbreak)", fig.height=9} sierra_leone_ebola_data |> - dplyr::filter(case %% fraction == 0) |> + filter(case %% fraction == 0) |> ggplot() + geom_segment( aes( @@ -113,11 +114,11 @@ These shapefiles were obtained from the Database of Global Administrative Areas ```{r message=FALSE, warning=FALSE} sf <- sf::st_read("../inst/gadm41_SLE_shp/gadm41_SLE_2.shp", quiet = TRUE) -sierra_leone_ebola_data_sf <- dplyr::select(sf, district = NAME_2, geometry) |> - dplyr::left_join( +sierra_leone_ebola_data_sf <- select(sf, district = NAME_2, geometry) |> + left_join( sierra_leone_ebola_data |> - dplyr::group_by(district) |> - dplyr::summarise(cases = dplyr::n()) + group_by(district) |> + summarise(cases = n()) ) ``` @@ -149,13 +150,13 @@ We also transform the `data.frame` to a `data.table`. ```{r} sierra_leone_ebola_data <- sierra_leone_ebola_data |> - dplyr::mutate( + mutate( date_of_symptom_onset = lubridate::ymd(date_of_symptom_onset), date_of_sample_tested = lubridate::ymd(date_of_sample_tested), ptime = as.numeric(date_of_symptom_onset - min(date_of_symptom_onset)), stime = as.numeric(date_of_sample_tested - min(date_of_symptom_onset)) ) |> - dplyr::select(case, ptime, stime, age, sex, district) |> + select(case, ptime, stime, age, sex, district) |> data.table::as.data.table() ``` @@ -299,7 +300,7 @@ First, for the model with no stratification (Figure \@ref(fig:epred-base)): epred_draws <- obs_prep |> as.data.frame() |> modelr::data_grid(NA) |> - dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> + mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_epred_draws(fit, dpar = TRUE) ``` @@ -320,7 +321,7 @@ Next, for the sex stratified model, we illustrate the higher mean of men as comp (newdata_sex <- obs_prep |> as.data.frame() |> modelr::data_grid(sex) |> - dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA)) + mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA)) epred_draws_sex <- tidybayes::add_epred_draws(newdata_sex, fit_sex, dpar = TRUE) ``` @@ -329,8 +330,8 @@ epred_draws_sex <- tidybayes::add_epred_draws(newdata_sex, fit_sex, dpar = TRUE) ```{r epred-sex, fig.cap="(ref:epred-sex)"} epred_draws_sex |> - dplyr::mutate( - sex = dplyr::case_when( + mutate( + sex = case_when( sex == "F" ~ "Female", sex == "M" ~ "Male" ) @@ -349,7 +350,7 @@ Part of the issue is that some sex-district strata have quite limited data. epred_draws_sex_district <- obs_prep |> as.data.frame() |> modelr::data_grid(sex, district) |> - dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> + mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_epred_draws(fit_sex_district, dpar = TRUE) ``` @@ -357,8 +358,8 @@ epred_draws_sex_district <- obs_prep |> ```{r epred-sex-district, fig.cap="(ref:epred-sex-district)"} epred_draws_sex_district |> - dplyr::mutate( - sex = dplyr::case_when( + mutate( + sex = case_when( sex == "F" ~ "Female", sex == "M" ~ "Male" ) @@ -379,7 +380,7 @@ For example, for the `mu` parameter in the sex-district stratified model: linpred_draws_sex_district <- obs_prep |> as.data.frame() |> modelr::data_grid(sex, district) |> - dplyr::mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> + mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_linpred_draws(fit_sex_district, dpar = TRUE) ``` @@ -387,8 +388,8 @@ linpred_draws_sex_district <- obs_prep |> ```{r linpred-sex-district, fig.cap="(ref:linpred-sex-district)"} linpred_draws_sex_district |> - dplyr::mutate( - sex = dplyr::case_when( + mutate( + sex = case_when( sex == "F" ~ "Female", sex == "M" ~ "Male" ) @@ -414,7 +415,7 @@ No stratification: ```{r} newdata_pmf <- obs_prep |> as.data.frame() |> - dplyr::mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) + mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) draws_pmf <- predicted_draws(fit, newdata = newdata_pmf, ndraws = 1000) @@ -430,7 +431,7 @@ Stratification by sex: newdata_sex_pmf <- obs_prep |> as.data.frame() |> modelr::data_grid(sex) |> - dplyr::mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) + mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) draws_sex_pmf <- predicted_draws( fit_sex, @@ -439,8 +440,8 @@ draws_sex_pmf <- predicted_draws( ) draws_sex_pmf |> - dplyr::mutate( - sex = dplyr::case_when( + mutate( + sex = case_when( sex == "F" ~ "Female", sex == "M" ~ "Male" ) @@ -458,7 +459,7 @@ Stratification by sex-district: newdata_sex_district_pmf <- obs_prep |> as.data.frame() |> modelr::data_grid(sex, district) |> - dplyr::mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) + mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) draws_sex_district_pmf <- predicted_draws( fit_sex_district, @@ -467,8 +468,8 @@ draws_sex_district_pmf <- predicted_draws( ) draws_sex_district_pmf |> - dplyr::mutate( - sex = dplyr::case_when( + mutate( + sex = case_when( sex == "F" ~ "Female", sex == "M" ~ "Male" ) @@ -491,7 +492,7 @@ No stratification: ```{r} newdata_pdf <- obs_prep |> as.data.frame() |> - dplyr::mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) + mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) draws_pdf <- predicted_draws(fit, newdata = newdata_pdf, ndraws = 1000) @@ -507,7 +508,7 @@ Stratification by sex: newdata_sex_pdf <- obs_prep |> as.data.frame() |> modelr::data_grid(sex) |> - dplyr::mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) + mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) draws_sex_pdf <- predicted_draws( fit_sex, @@ -516,8 +517,8 @@ draws_sex_pdf <- predicted_draws( ) draws_sex_pmf |> - dplyr::mutate( - sex = dplyr::case_when( + mutate( + sex = case_when( sex == "F" ~ "Female", sex == "M" ~ "Male" ) @@ -535,7 +536,7 @@ Stratification by sex: newdata_sex_district_pdf <- obs_prep |> as.data.frame() |> modelr::data_grid(sex, district) |> - dplyr::mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) + mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) draws_sex_district_pdf <- predicted_draws( fit_sex_district, @@ -544,8 +545,8 @@ draws_sex_district_pdf <- predicted_draws( ) draws_sex_district_pdf |> - dplyr::mutate( - sex = dplyr::case_when( + mutate( + sex = case_when( sex == "F" ~ "Female", sex == "M" ~ "Male" ) @@ -608,7 +609,7 @@ How does this `rvars` stuff work? obs_prep |> as.data.frame() |> add_predicted_rvars(fit) |> - dplyr::select(.prediction) |> + select(.prediction) |> head() ``` From 72c239b7a9c9a536131de92b6cffc4eab688cb29 Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 4 Sep 2024 11:32:20 +0100 Subject: [PATCH 41/73] Use system.file --- vignettes/ebola.Rmd | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index ebfe06513..574906f20 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -112,7 +112,10 @@ To create a map, we first join the Ebola data to shapefiles for the districts of These shapefiles were obtained from the Database of Global Administrative Areas ([GADM](https://gadm.org/)). ```{r message=FALSE, warning=FALSE} -sf <- sf::st_read("../inst/gadm41_SLE_shp/gadm41_SLE_2.shp", quiet = TRUE) +sf <- sf::st_read( + system.file("gadm41_SLE_shp/gadm41_SLE_2.shp", package = "epidist"), + quiet = TRUE +) sierra_leone_ebola_data_sf <- select(sf, district = NAME_2, geometry) |> left_join( From ba225846461637d71e98795f4e5ae6656acab78d Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 4 Sep 2024 11:42:59 +0100 Subject: [PATCH 42/73] Remove modelr:: and tidybayes:: apart from in text --- vignettes/ebola.Rmd | 28 ++++++++++++++-------------- 1 file changed, 14 insertions(+), 14 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 574906f20..15bbf804f 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -302,7 +302,7 @@ First, for the model with no stratification (Figure \@ref(fig:epred-base)): ```{r} epred_draws <- obs_prep |> as.data.frame() |> - modelr::data_grid(NA) |> + data_grid(NA) |> mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_epred_draws(fit, dpar = TRUE) ``` @@ -312,7 +312,7 @@ epred_draws <- obs_prep |> ```{r epred-base, fig.cap="(ref:epred-base)"} epred_draws |> ggplot(aes(x = .epred)) + - tidybayes::stat_slab() + + stat_slab() + labs(x = "Posterior expectation of the delay", y = "") + theme_minimal() ``` @@ -323,10 +323,10 @@ Next, for the sex stratified model, we illustrate the higher mean of men as comp # Probably want functionality for users not to have to do this themselves (newdata_sex <- obs_prep |> as.data.frame() |> - modelr::data_grid(sex) |> + data_grid(sex) |> mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA)) -epred_draws_sex <- tidybayes::add_epred_draws(newdata_sex, fit_sex, dpar = TRUE) +epred_draws_sex <- add_epred_draws(newdata_sex, fit_sex, dpar = TRUE) ``` (ref:epred-sex) The fitted posterior expectation of the delay distribution for a model with sex stratification. @@ -340,7 +340,7 @@ epred_draws_sex |> ) ) |> ggplot(aes(x = .epred, y = sex)) + - tidybayes::stat_halfeye() + + stat_halfeye() + labs(x = "Posterior expectation of the delay", y = "") + theme_minimal() ``` @@ -352,7 +352,7 @@ Part of the issue is that some sex-district strata have quite limited data. ```{r} epred_draws_sex_district <- obs_prep |> as.data.frame() |> - modelr::data_grid(sex, district) |> + data_grid(sex, district) |> mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_epred_draws(fit_sex_district, dpar = TRUE) ``` @@ -368,7 +368,7 @@ epred_draws_sex_district |> ) ) |> ggplot(aes(x = .epred, y = district)) + - tidybayes::stat_pointinterval() + + stat_pointinterval() + facet_grid(. ~ sex) + labs(x = "Posterior expectation of the delay", y = "") + theme_minimal() @@ -376,13 +376,13 @@ epred_draws_sex_district |> ## Linear predictor posteriors -The `tidybayes` package also allows users to generate draws of the linear predictors for all distributional parameters using `add_linpred_draws`. +The `tidybayes` package also allows users to generate draws of the linear predictors for all distributional parameters using `tidybayes::add_linpred_draws`. For example, for the `mu` parameter in the sex-district stratified model: ```{r} linpred_draws_sex_district <- obs_prep |> as.data.frame() |> - modelr::data_grid(sex, district) |> + data_grid(sex, district) |> mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_linpred_draws(fit_sex_district, dpar = TRUE) ``` @@ -398,7 +398,7 @@ linpred_draws_sex_district |> ) ) |> ggplot(aes(x = mu, y = district)) + - tidybayes::stat_pointinterval() + + stat_pointinterval() + facet_grid(. ~ sex) + labs(x = "Posterior of the mu linear predictor", y = "") + theme_minimal() @@ -433,7 +433,7 @@ Stratification by sex: ```{r} newdata_sex_pmf <- obs_prep |> as.data.frame() |> - modelr::data_grid(sex) |> + data_grid(sex) |> mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) draws_sex_pmf <- predicted_draws( @@ -461,7 +461,7 @@ Stratification by sex-district: ```{r} newdata_sex_district_pmf <- obs_prep |> as.data.frame() |> - modelr::data_grid(sex, district) |> + data_grid(sex, district) |> mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) draws_sex_district_pmf <- predicted_draws( @@ -510,7 +510,7 @@ Stratification by sex: ```{r} newdata_sex_pdf <- obs_prep |> as.data.frame() |> - modelr::data_grid(sex) |> + data_grid(sex) |> mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) draws_sex_pdf <- predicted_draws( @@ -538,7 +538,7 @@ Stratification by sex: ```{r} newdata_sex_district_pdf <- obs_prep |> as.data.frame() |> - modelr::data_grid(sex, district) |> + data_grid(sex, district) |> mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) draws_sex_district_pdf <- predicted_draws( From 0a76c6daa43216b162f1bc2fe40e6f1541952ad1 Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 4 Sep 2024 11:44:07 +0100 Subject: [PATCH 43/73] Put () after functions to get link in pkgdown --- vignettes/ebola.Rmd | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 15bbf804f..58e36ee8d 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -295,8 +295,8 @@ brms::ranef(fit_sex_district) ## Posterior expectations To go beyond simple summaries of the fitted model, we recommend using the `tidybayes` package. -For example, to obtain the posterior expectation of the delay distribution, under no censoring or truncation, we may use the `modelr::data_grid` function in combination with the `tidybayes::add_epred_draws` function. -The `tidybayes::add_epred_draws` function uses the `posterior_epred_latent_lognormal` function implemented in `epidist` for the `latent_lognormal` custom `brms` family. +For example, to obtain the posterior expectation of the delay distribution, under no censoring or truncation, we may use the `modelr::data_grid()` function in combination with the `tidybayes::add_epred_draws*(` function. +The `tidybayes::add_epred_draws()` function uses the `posterior_epred_latent_lognormal` function implemented in `epidist` for the `latent_lognormal` custom `brms` family. First, for the model with no stratification (Figure \@ref(fig:epred-base)): ```{r} @@ -376,7 +376,7 @@ epred_draws_sex_district |> ## Linear predictor posteriors -The `tidybayes` package also allows users to generate draws of the linear predictors for all distributional parameters using `tidybayes::add_linpred_draws`. +The `tidybayes` package also allows users to generate draws of the linear predictors for all distributional parameters using `tidybayes::add_linpred_draws()`. For example, for the `mu` parameter in the sex-district stratified model: ```{r} From 0dfd33a6d100b04beb412954b3ead219530d1bc3 Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 4 Sep 2024 11:47:42 +0100 Subject: [PATCH 44/73] Add link to pkgdown header --- _pkgdown.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/_pkgdown.yml b/_pkgdown.yml index dfbccb282..d7c8226b6 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -16,6 +16,8 @@ navbar: articles: text: Articles menu: + - text: Advanced features with Ebola data + href: articles/ebola.html - text: Approximate Bayesian inference href: articles/approx-inference.html From f204c8bdee794b9edef340adb424df3de941a6a9 Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 4 Sep 2024 12:33:34 +0100 Subject: [PATCH 45/73] Reproduce summary level of rounding inline --- vignettes/ebola.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 58e36ee8d..5651e0ade 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -259,7 +259,7 @@ fit_sex <- epidist( ) ``` -A summary of the model shows that males tend to have longer delays (the posterior mean of `sexM` is `r signif(summary(fit_sex)$fixed[3, "Estimate"], 3)`) and greater delay variation (the posterior mean of `sigma_sexM` is `r signif(summary(fit_sex)$fixed[4, "Estimate"], 3)`): +A summary of the model shows that males tend to have longer delays (the posterior mean of `sexM` is `r round(summary(fit_sex)$fixed[3, "Estimate"], 2)`) and greater delay variation (the posterior mean of `sigma_sexM` is `r round(summary(fit_sex)$fixed[4, "Estimate"], 2)`): ```{r} summary(fit_sex) From c8b8d383f274816c0a311387098d0a28ec41ced0 Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 4 Sep 2024 12:40:47 +0100 Subject: [PATCH 46/73] Moved to issue --- vignettes/ebola.Rmd | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 5651e0ade..00544a868 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -320,11 +320,10 @@ epred_draws |> Next, for the sex stratified model, we illustrate the higher mean of men as compared with women (Figure \@ref(fig:epred-sex)): ```{r} -# Probably want functionality for users not to have to do this themselves -(newdata_sex <- obs_prep |> - as.data.frame() |> - data_grid(sex) |> - mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA)) +newdata_sex <- obs_prep |> + as.data.frame() |> + data_grid(sex) |> + mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) epred_draws_sex <- add_epred_draws(newdata_sex, fit_sex, dpar = TRUE) ``` From f09ce831e310cf4d02b354f1209a856b13bbbe97 Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 4 Sep 2024 12:44:14 +0100 Subject: [PATCH 47/73] All figures in own chunk --- vignettes/ebola.Rmd | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 00544a868..bd2398641 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -420,7 +420,9 @@ newdata_pmf <- obs_prep |> mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) draws_pmf <- predicted_draws(fit, newdata = newdata_pmf, ndraws = 1000) +``` +```{r} ggplot(draws_pmf, aes(x = .prediction)) + geom_bar(aes(y = after_stat(count / sum(count)))) + labs(x = "PMF with daily censoring and no truncation", y = "") + @@ -440,7 +442,9 @@ draws_sex_pmf <- predicted_draws( newdata = newdata_sex_pmf, ndraws = 1000 ) +``` +```{r} draws_sex_pmf |> mutate( sex = case_when( @@ -468,7 +472,9 @@ draws_sex_district_pmf <- predicted_draws( newdata = newdata_sex_district_pmf, ndraws = 1000 ) +``` +```{r} draws_sex_district_pmf |> mutate( sex = case_when( @@ -497,7 +503,9 @@ newdata_pdf <- obs_prep |> mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) draws_pdf <- predicted_draws(fit, newdata = newdata_pdf, ndraws = 1000) +``` +```{r} ggplot(draws_pdf, aes(x = .prediction)) + geom_density() + labs(x = "PDF with no censoring and no truncation", y = "") + @@ -517,7 +525,9 @@ draws_sex_pdf <- predicted_draws( newdata = newdata_sex_pdf, ndraws = 1000 ) +``` +```{r} draws_sex_pmf |> mutate( sex = case_when( @@ -546,6 +556,7 @@ draws_sex_district_pdf <- predicted_draws( ndraws = 1000 ) +```{r} draws_sex_district_pdf |> mutate( sex = case_when( From cbfed76f439ad1060ce6d1a55cd59daab6f795b9 Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 4 Sep 2024 12:46:07 +0100 Subject: [PATCH 48/73] Move rvars to issue --- vignettes/ebola.Rmd | 12 ------------ 1 file changed, 12 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index bd2398641..0f53b3a14 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -614,16 +614,4 @@ summary(fit_sex_gamma) * Age: this would be a simple extension of the model * Time: it is less clear how appropriate it is to include time as a covariate in the model. That said, I think it is an important future direction because I expect the time point during the epidemic to be a clear confounder of delay duration. Given epidemic start time varies by district, the "district" effects in the model currently are complicated by this fact -# Appendix - -How does this `rvars` stuff work? - -```{r} -obs_prep |> - as.data.frame() |> - add_predicted_rvars(fit) |> - select(.prediction) |> - head() -``` - ## Bibliography {-} From 48790f7c6a4563614809729bfce2cba49f8e3000 Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 4 Sep 2024 13:05:15 +0100 Subject: [PATCH 49/73] Fix first x-axis --- vignettes/ebola.Rmd | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 0f53b3a14..669870c56 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -412,7 +412,7 @@ In this section, we demonstrate how to produce either a discrete probability mas The posterior predictive distribution under no truncation but daily censoring. -No stratification: +No stratification. ```{r} newdata_pmf <- obs_prep |> @@ -422,10 +422,13 @@ newdata_pmf <- obs_prep |> draws_pmf <- predicted_draws(fit, newdata = newdata_pmf, ndraws = 1000) ``` +There were `r round(mean(draws_pmf$.prediction > 30) * 100, 1)`% of delays greater than 30, which are omitted in the following figure. + ```{r} ggplot(draws_pmf, aes(x = .prediction)) + geom_bar(aes(y = after_stat(count / sum(count)))) + labs(x = "PMF with daily censoring and no truncation", y = "") + + scale_x_continuous(limits = c(0, 30)) + theme_minimal() ``` From fc7b64e406cf693e7c72e03a49e58e11b1114349 Mon Sep 17 00:00:00 2001 From: athowes Date: Wed, 4 Sep 2024 13:06:39 +0100 Subject: [PATCH 50/73] Remove complaining about KDE --- vignettes/ebola.Rmd | 1 - 1 file changed, 1 deletion(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 669870c56..54f152e78 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -496,7 +496,6 @@ draws_sex_district_pmf |> The posterior predictive distribution under no truncation and no censoring. That is to produce continuous delay times. -I don't like that `geom_density()` is doing kernel smoothing but plotting as a histogram is suggestive of there being discrete structure. No stratification: From daea0c459534b9e731073eb23952b20e6fba02b1 Mon Sep 17 00:00:00 2001 From: athowes Date: Thu, 5 Sep 2024 10:14:19 +0100 Subject: [PATCH 51/73] Text update --- vignettes/ebola.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 54f152e78..47876ceb2 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -39,7 +39,7 @@ We provide the data in the `epidist` package via `?sierra_leone_ebola_data`. In analyzing this data, we demonstrate the following features of `epidist`: -1. Fitting district-sex stratified delay distribution estimates. +1. Fitting district-sex stratified partially pooled delay distribution estimates. 2. Fitting models with lognormal and gamma delay distributions. 3. Post-processing and plotting functionality using the integration of `brms` functionality with the [`tidybayes`](http://mjskay.github.io/tidybayes/) package. 4. Selecting between fitted models using the [`loo`](https://mc-stan.org/loo/) package. From 9fc06eca931dbec5fd9d3a8a25c2794e055f98fd Mon Sep 17 00:00:00 2001 From: athowes Date: Thu, 5 Sep 2024 10:37:42 +0100 Subject: [PATCH 52/73] Use "lognormal" not brms::lognormal() --- vignettes/ebola.Rmd | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 47876ceb2..cf26ca2d0 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -220,14 +220,14 @@ Now we are ready to fit the latent individual model. ### Intercept only model We set `formula` to `brms::bf(mu ~ 1, sigma ~ 1)` to place an intercept only model on the `mu` and `sigma` parameters of the lognormal distribution. -This distribution is specified using `family = brms::lognormal()`. +This distribution is specified using `family = "lognormal"`. We use the Laplace approximation via `algorithm = "laplace"` (see the approximate inference vignette) for fast model fitting. ```{r} fit <- epidist( data = obs_prep, formula = brms::bf(mu ~ 1, sigma ~ 1), - family = brms::lognormal(), + family = "lognormal", algorithm = "laplace", refresh = 0, silent = 2, @@ -251,7 +251,7 @@ To fit a model which varies `mu` and `sigma` by sex we alter the `formula` speci fit_sex <- epidist( data = obs_prep, formula = brms::bf(mu ~ 1 + sex, sigma ~ 1 + sex), - family = brms::lognormal(), + family = "lognormal", algorithm = "laplace", refresh = 0, silent = 2, @@ -277,7 +277,7 @@ fit_sex_district <- epidist( mu ~ 1 + sex + (1 | district), sigma ~ 1 + sex + (1 | district) ), - family = brms::lognormal(), + family = "lognormal", algorithm = "laplace", refresh = 0, silent = 2, From 56781495283b0f816e2e98c656865eca657214db Mon Sep 17 00:00:00 2001 From: athowes Date: Thu, 5 Sep 2024 10:48:15 +0100 Subject: [PATCH 53/73] Add figure captions to all figures --- vignettes/ebola.Rmd | 37 +++++++++++++++++++++++++------------ 1 file changed, 25 insertions(+), 12 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index cf26ca2d0..e03da6ec5 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -412,7 +412,7 @@ In this section, we demonstrate how to produce either a discrete probability mas The posterior predictive distribution under no truncation but daily censoring. -No stratification. +No stratification (Figure \@ref(fig:pmf)): ```{r} newdata_pmf <- obs_prep |> @@ -424,7 +424,9 @@ draws_pmf <- predicted_draws(fit, newdata = newdata_pmf, ndraws = 1000) There were `r round(mean(draws_pmf$.prediction > 30) * 100, 1)`% of delays greater than 30, which are omitted in the following figure. -```{r} +(ref:pmf) Figure caption. + +```{r pmf, fig.cap="(ref:pmf)"} ggplot(draws_pmf, aes(x = .prediction)) + geom_bar(aes(y = after_stat(count / sum(count)))) + labs(x = "PMF with daily censoring and no truncation", y = "") + @@ -432,7 +434,7 @@ ggplot(draws_pmf, aes(x = .prediction)) + theme_minimal() ``` -Stratification by sex: +Stratification by sex (Figure \@ref(fig:pmf-sex)): ```{r} newdata_sex_pmf <- obs_prep |> @@ -447,7 +449,9 @@ draws_sex_pmf <- predicted_draws( ) ``` -```{r} +(ref:pmf-sex) Figure caption. + +```{r pmf-sex, fig.cap="(ref:pmf-sex)"} draws_sex_pmf |> mutate( sex = case_when( @@ -462,7 +466,7 @@ draws_sex_pmf |> theme_minimal() ``` -Stratification by sex-district: +Stratification by sex-district (Figure \@ref(fig:pmf-sex-district)): ```{r} newdata_sex_district_pmf <- obs_prep |> @@ -477,7 +481,9 @@ draws_sex_district_pmf <- predicted_draws( ) ``` -```{r} +(ref:pmf-sex-district) Figure caption. + +```{r pmf-sex-district, fig.cap="(ref:pmf-sex-district)"} draws_sex_district_pmf |> mutate( sex = case_when( @@ -497,7 +503,7 @@ draws_sex_district_pmf |> The posterior predictive distribution under no truncation and no censoring. That is to produce continuous delay times. -No stratification: +No stratification (Figure \@ref(fig:pdf)): ```{r} newdata_pdf <- obs_prep |> @@ -507,14 +513,16 @@ newdata_pdf <- obs_prep |> draws_pdf <- predicted_draws(fit, newdata = newdata_pdf, ndraws = 1000) ``` -```{r} +(ref:pdf) Figure caption. + +```{r pdf, fig.cap="(ref:pdf)"} ggplot(draws_pdf, aes(x = .prediction)) + geom_density() + labs(x = "PDF with no censoring and no truncation", y = "") + theme_minimal() ``` -Stratification by sex: +Stratification by sex (Figure \@ref(fig:pdf-sex)): ```{r} newdata_sex_pdf <- obs_prep |> @@ -529,7 +537,9 @@ draws_sex_pdf <- predicted_draws( ) ``` -```{r} +(ref:pdf-sex) Figure caption. + +```{r pdf-sex, fig.cap="(ref:pdf-sex)"} draws_sex_pmf |> mutate( sex = case_when( @@ -544,7 +554,7 @@ draws_sex_pmf |> theme_minimal() ``` -Stratification by sex: +Stratification by sex-district (Figure \@ref(fig:pdf-sex-district)): ```{r} newdata_sex_district_pdf <- obs_prep |> @@ -557,8 +567,11 @@ draws_sex_district_pdf <- predicted_draws( newdata = newdata_sex_district_pdf, ndraws = 1000 ) +``` -```{r} +(ref:pdf-sex-district) Figure caption. + +```{r pdf-sex-district, fig.cap="(ref:pdf-sex-district)"} draws_sex_district_pdf |> mutate( sex = case_when( From a134618db635b1932034254f1c621b50bc6f003d Mon Sep 17 00:00:00 2001 From: athowes Date: Thu, 5 Sep 2024 10:54:08 +0100 Subject: [PATCH 54/73] Remove parts about gamma and model comparison --- vignettes/ebola.Rmd | 43 ++----------------------------------------- 1 file changed, 2 insertions(+), 41 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index e03da6ec5..ce8ca374b 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -39,10 +39,8 @@ We provide the data in the `epidist` package via `?sierra_leone_ebola_data`. In analyzing this data, we demonstrate the following features of `epidist`: -1. Fitting district-sex stratified partially pooled delay distribution estimates. -2. Fitting models with lognormal and gamma delay distributions. -3. Post-processing and plotting functionality using the integration of `brms` functionality with the [`tidybayes`](http://mjskay.github.io/tidybayes/) package. -4. Selecting between fitted models using the [`loo`](https://mc-stan.org/loo/) package. +1. Fitting district-sex stratified partially pooled delay distribution estimates with a lognormal delay distribution. +2. Post-processing and plotting functionality using the integration of `brms` functionality with the [`tidybayes`](http://mjskay.github.io/tidybayes/) package. The packages used in this article are: @@ -586,47 +584,10 @@ draws_sex_district_pdf |> theme_minimal() ``` -## Model comparison - -* Use `loo` and PSIS -* Find out if it's worth including sex as a covariate. Presumably yes given how different the delay distributions are -* Find out if it's worth including district as a random effects - * What about spatially structured? Probably future work: how to include more structured random effects - -# Using a gamma delay distribution - -## Fitting - -* Just fit the best model from above here? -* Going to do the sex stratified one for now - -```{r} -fit_sex_gamma <- epidist( - data = obs_prep, - formula = brms::bf(mu ~ 1 + sex, shape ~ 1 + sex), - family = stats::Gamma(), - algorithm = "laplace", - refresh = 0, - silent = 2, - seed = 1 -) - -summary(fit_sex_gamma) -``` - -# Model selection - -* Should we use the lognormal or gamma delay distribution? - # Conclusion * The `epidist` package allows you to fit delay distribution models * These models can be stratified by covariates such as sex and district * You can use `tidybayes` for post-processing and prediction with fitted models -* The likelihood family may also be specified in `epidist` -* Model comparison may be performed via the `loo` package -* Factors that we did not take into account in this vignette include - * Age: this would be a simple extension of the model - * Time: it is less clear how appropriate it is to include time as a covariate in the model. That said, I think it is an important future direction because I expect the time point during the epidemic to be a clear confounder of delay duration. Given epidemic start time varies by district, the "district" effects in the model currently are complicated by this fact ## Bibliography {-} From f45723cc12af3dea854eae7d007e519a0163e1ef Mon Sep 17 00:00:00 2001 From: athowes Date: Thu, 5 Sep 2024 12:01:29 +0100 Subject: [PATCH 55/73] Be specific about the dates --- vignettes/ebola.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index ce8ca374b..4429df4f0 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -81,7 +81,7 @@ fraction <- 5 ndistrict <- length(unique(sierra_leone_ebola_data$district)) ``` -Figure \@ref(fig:ebola-outbreak) shows the progression of the epidemic in each district. +Figure \@ref(fig:ebola-outbreak) shows the dates of symptom onset and sample testing for cases across in each district. (In this figure, we filter down to every `r fraction`th case in order to avoid overplotting.) We can see that the start time and course of the epidemic varies between districts. From 8cf2918fc183a83a5cd123fa02ff00e67449dfbd Mon Sep 17 00:00:00 2001 From: Adam Howes Date: Thu, 5 Sep 2024 12:04:26 +0100 Subject: [PATCH 56/73] Improve intercept only text Co-authored-by: Katie Gostic (she/her) --- vignettes/ebola.Rmd | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 4429df4f0..4cbfd9a03 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -217,7 +217,10 @@ Now we are ready to fit the latent individual model. ### Intercept only model -We set `formula` to `brms::bf(mu ~ 1, sigma ~ 1)` to place an intercept only model on the `mu` and `sigma` parameters of the lognormal distribution. +We start by fitting an intercept-only model, in which we fit a lognormal distribution to the overall data. +This model assumes that a single distribution describes all delays in the data, regardless of the case's location, sex, or any other covariates. + +To do this, we set `formula` to `brms::bf(mu ~ 1, sigma ~ 1)` to place an intercept only model on the `mu` and `sigma` parameters of the lognormal distribution. This distribution is specified using `family = "lognormal"`. We use the Laplace approximation via `algorithm = "laplace"` (see the approximate inference vignette) for fast model fitting. From 59a550a34cb6981b80199858d06493e1c565b8b1 Mon Sep 17 00:00:00 2001 From: Adam Howes Date: Thu, 5 Sep 2024 12:05:41 +0100 Subject: [PATCH 57/73] Comment about lubridate Co-authored-by: Katie Gostic (she/her) --- vignettes/ebola.Rmd | 1 + 1 file changed, 1 insertion(+) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 4cbfd9a03..c5416d5e1 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -152,6 +152,7 @@ We also transform the `data.frame` to a `data.table`. ```{r} sierra_leone_ebola_data <- sierra_leone_ebola_data |> mutate( + # use lubridate::ymd() to drop any sub-date time info date_of_symptom_onset = lubridate::ymd(date_of_symptom_onset), date_of_sample_tested = lubridate::ymd(date_of_sample_tested), ptime = as.numeric(date_of_symptom_onset - min(date_of_symptom_onset)), From 7081270bea30ba9d35bfd9583cccbe2f08bcd262 Mon Sep 17 00:00:00 2001 From: Adam Howes Date: Thu, 5 Sep 2024 12:06:38 +0100 Subject: [PATCH 58/73] Add comment on ptime and stime Co-authored-by: Katie Gostic (she/her) --- vignettes/ebola.Rmd | 1 + 1 file changed, 1 insertion(+) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index c5416d5e1..60d4ca063 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -155,6 +155,7 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> # use lubridate::ymd() to drop any sub-date time info date_of_symptom_onset = lubridate::ymd(date_of_symptom_onset), date_of_sample_tested = lubridate::ymd(date_of_sample_tested), + # ptime and stime represent the number of days elapsed since the earliest date of symptom onset in the data ptime = as.numeric(date_of_symptom_onset - min(date_of_symptom_onset)), stime = as.numeric(date_of_sample_tested - min(date_of_symptom_onset)) ) |> From 891e550cf7162aa527e9cd9eeb9bf541166d2e1b Mon Sep 17 00:00:00 2001 From: athowes Date: Thu, 5 Sep 2024 12:07:28 +0100 Subject: [PATCH 59/73] Comment on using all available data --- vignettes/ebola.Rmd | 1 + 1 file changed, 1 insertion(+) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 60d4ca063..481a4e6d8 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -199,6 +199,7 @@ subsample <- 0.2 For the time being, we filter the data to only complete cases (i.e. rows of the data which have no missing values^[It should be a relatively simple extension to allow for missing data in the model.]). As well, to speed up computation, we take a random `r 100 * subsample`% subsample of the complete data. +(In a real analysis, we'd recommend using all the available data). ```{r} set.seed(1) From 87ee58662943e0e049176419c1ec31952f88f6a2 Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 6 Sep 2024 13:23:44 +0100 Subject: [PATCH 60/73] Move column descriptions into function roxygen --- R/observe.R | 14 ++++++++++++++ vignettes/ebola.Rmd | 21 ++++----------------- 2 files changed, 18 insertions(+), 17 deletions(-) diff --git a/R/observe.R b/R/observe.R index 5f2337347..025136a71 100644 --- a/R/observe.R +++ b/R/observe.R @@ -1,5 +1,19 @@ #' Observation process for primary and secondary events #' +#' This function adds columns to linelist data representing an observation +#' process with daily primary and secondary censoring, as well as right +#' truncation. The columns added are: +#' * `ptime_daily`: The floor of `ptime` +#' * `ptime_lwr`: The lower bound of `ptime`. Equal to `ptime_daily` +#' * `ptime_upr`: The upper bound of `ptime`. Equal to `ptime_lwr + 1` +#' * `stime_daily`: The floor of `stime` +#' * `stime_lwr`: The lower bound of `stime`. Equal to `stime_daily` +#' * `stime_upr`: The upper bound of `stime`. Equal to `stime_lwr + 1` +#' * `delay_daily`: Given by `stime_daily - ptime_daily` +#' * `delay_lwr`: Given by `delay_daily - 1` (or 0 if `delay_daily < 1`) +#' * `delay_upr`: Given by `delay_daily + 1` +#' * `obs_at`: The maximum value of `stime` +#' #' @param linelist ... #' @family observe #' @autoglobal diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 481a4e6d8..0737d8521 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -175,19 +175,6 @@ Next, we use `observe_process()` to add interval censoring columns giving the lo obs_cens <- epidist::observe_process(sierra_leone_ebola_data) ``` -Specially, the columns added by `observe_process` are: - -* `ptime_daily`: As the `ptime` was already daily then this is superfluous -* `ptime_lwr`: The lower bound on the primary observation time i.e. the floor of `ptime_daily` -* `ptime_upr`: The upper bound on the primary observation time i.e. `ptime_lwr + 1` -* `stime_daily`: As the `ptime` was already daily then this is superfluous -* `stime_lwr`: The lower bound on the secondary observation time i.e. the floor of `stime_daily` -* `stime_upr`: The upper bound on the secondary observation time i.e. `stime_lwr + 1` -* `delay_daily`: Is given by `stime_daily - ptime_daily` -* `delay_lwr`: Is given by `stime_lwr - ptime_upr` i.e. the minimum possible delay -* `delay_upr`: Is given by `stime_upr - ptime_lwr` i.e. the maximum possible delay -* `obs_at`: The maximum value of `stime` - ## Model fitting Now we are ready to fit lognormal delay distributions to the data! @@ -224,14 +211,14 @@ We start by fitting an intercept-only model, in which we fit a lognormal distrib This model assumes that a single distribution describes all delays in the data, regardless of the case's location, sex, or any other covariates. To do this, we set `formula` to `brms::bf(mu ~ 1, sigma ~ 1)` to place an intercept only model on the `mu` and `sigma` parameters of the lognormal distribution. -This distribution is specified using `family = "lognormal"`. +This distribution is specified using `family = brms::lognormal()`. We use the Laplace approximation via `algorithm = "laplace"` (see the approximate inference vignette) for fast model fitting. ```{r} fit <- epidist( data = obs_prep, formula = brms::bf(mu ~ 1, sigma ~ 1), - family = "lognormal", + family = brms::lognormal(), algorithm = "laplace", refresh = 0, silent = 2, @@ -255,7 +242,7 @@ To fit a model which varies `mu` and `sigma` by sex we alter the `formula` speci fit_sex <- epidist( data = obs_prep, formula = brms::bf(mu ~ 1 + sex, sigma ~ 1 + sex), - family = "lognormal", + family = brms::lognormal(), algorithm = "laplace", refresh = 0, silent = 2, @@ -281,7 +268,7 @@ fit_sex_district <- epidist( mu ~ 1 + sex + (1 | district), sigma ~ 1 + sex + (1 | district) ), - family = "lognormal", + family = brms::lognormal(), algorithm = "laplace", refresh = 0, silent = 2, From 40352278c509ec647c7255e233a6ffc6b6a57472 Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 6 Sep 2024 13:34:47 +0100 Subject: [PATCH 61/73] Set all x-axis limits to 30, and set pwindow_upr and swindow_upr to 0 now that it's possible --- vignettes/ebola.Rmd | 17 +++++++++++------ 1 file changed, 11 insertions(+), 6 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 0737d8521..67f9eec04 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -425,7 +425,7 @@ ggplot(draws_pmf, aes(x = .prediction)) + theme_minimal() ``` -Stratification by sex (Figure \@ref(fig:pmf-sex)): +Stratification by sex, omitting delays greater than 30 (Figure \@ref(fig:pmf-sex)): ```{r} newdata_sex_pmf <- obs_prep |> @@ -454,6 +454,7 @@ draws_sex_pmf |> geom_bar(aes(y = after_stat(count / sum(count)))) + labs(x = "PMF with daily censoring and no truncation", y = "") + facet_grid(. ~ sex) + + scale_x_continuous(limits = c(0, 30)) + theme_minimal() ``` @@ -474,7 +475,7 @@ draws_sex_district_pmf <- predicted_draws( (ref:pmf-sex-district) Figure caption. -```{r pmf-sex-district, fig.cap="(ref:pmf-sex-district)"} +```{r pmf-sex-district, fig.cap="(ref:pmf-sex-district)", fig.height = 9} draws_sex_district_pmf |> mutate( sex = case_when( @@ -486,6 +487,7 @@ draws_sex_district_pmf |> geom_bar(aes(y = after_stat(count / sum(count)))) + labs(x = "PMF with daily censoring and no truncation", y = "") + facet_grid(district ~ sex) + + scale_x_continuous(limits = c(0, 30)) + theme_minimal() ``` @@ -499,7 +501,7 @@ No stratification (Figure \@ref(fig:pdf)): ```{r} newdata_pdf <- obs_prep |> as.data.frame() |> - mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) + mutate(obs_t = 1000, pwindow_upr = 0, swindow_upr = 0) draws_pdf <- predicted_draws(fit, newdata = newdata_pdf, ndraws = 1000) ``` @@ -510,6 +512,7 @@ draws_pdf <- predicted_draws(fit, newdata = newdata_pdf, ndraws = 1000) ggplot(draws_pdf, aes(x = .prediction)) + geom_density() + labs(x = "PDF with no censoring and no truncation", y = "") + + scale_x_continuous(limits = c(0, 30)) + theme_minimal() ``` @@ -519,7 +522,7 @@ Stratification by sex (Figure \@ref(fig:pdf-sex)): newdata_sex_pdf <- obs_prep |> as.data.frame() |> data_grid(sex) |> - mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) + mutate(obs_t = 1000, pwindow_upr = 0, swindow_upr = 0) draws_sex_pdf <- predicted_draws( fit_sex, @@ -542,6 +545,7 @@ draws_sex_pmf |> geom_density() + labs(x = "PDF with no censoring and no truncation", y = "") + facet_grid(. ~ sex) + + scale_x_continuous(limits = c(0, 30)) + theme_minimal() ``` @@ -551,7 +555,7 @@ Stratification by sex-district (Figure \@ref(fig:pdf-sex-district)): newdata_sex_district_pdf <- obs_prep |> as.data.frame() |> data_grid(sex, district) |> - mutate(obs_t = 1000, pwindow_upr = 0.001, swindow_upr = 0.001) + mutate(obs_t = 1000, pwindow_upr = 0, swindow_upr = 0) draws_sex_district_pdf <- predicted_draws( fit_sex_district, @@ -562,7 +566,7 @@ draws_sex_district_pdf <- predicted_draws( (ref:pdf-sex-district) Figure caption. -```{r pdf-sex-district, fig.cap="(ref:pdf-sex-district)"} +```{r pdf-sex-district, fig.cap="(ref:pdf-sex-district)", fig.height = 9} draws_sex_district_pdf |> mutate( sex = case_when( @@ -574,6 +578,7 @@ draws_sex_district_pdf |> geom_density() + labs(x = "PDF with no censoring and no truncation", y = "") + facet_grid(district ~ sex) + + scale_x_continuous(limits = c(0, 30)) + theme_minimal() ``` From 5e037d8fb136d687bfce84324c6a5e5055231b69 Mon Sep 17 00:00:00 2001 From: Adam Howes Date: Fri, 6 Sep 2024 13:41:10 +0100 Subject: [PATCH 62/73] More verbose on sex-stratified model Co-authored-by: Katie Gostic (she/her) --- vignettes/ebola.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 67f9eec04..5f5d99467 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -236,7 +236,7 @@ summary(fit) ### Sex-stratified model -To fit a model which varies `mu` and `sigma` by sex we alter the `formula` specification to include fixed effects for sex as follows: +To fit a model which varies the parameters of the fitted lognormal distribution, `mu` and `sigma`, by sex we alter the `formula` specification to include fixed effects for sex as follows: ```{r} fit_sex <- epidist( From b0b2854511342d36c9224419dacbc6cd3a5f74a1 Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 6 Sep 2024 13:50:55 +0100 Subject: [PATCH 63/73] Note on interpreting the summary --- vignettes/ebola.Rmd | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 5f5d99467..0bd5c24f5 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -250,7 +250,9 @@ fit_sex <- epidist( ) ``` -A summary of the model shows that males tend to have longer delays (the posterior mean of `sexM` is `r round(summary(fit_sex)$fixed[3, "Estimate"], 2)`) and greater delay variation (the posterior mean of `sigma_sexM` is `r round(summary(fit_sex)$fixed[4, "Estimate"], 2)`): +A summary of the model shows that males tend to have longer delays (the posterior mean of `sexM` is `r round(summary(fit_sex)$fixed[3, "Estimate"], 2)`) and greater delay variation (the posterior mean of `sigma_sexM` is `r round(summary(fit_sex)$fixed[4, "Estimate"], 2)`). +For the `sexM` effect, the 95% credible interval is greater than zero, whereas for the `sigma_sexM` effect the 95% credible interval includes zero. +It is important to note that the estimates represent an average of the observed data, and individual delays between men and women vary significantly. ```{r} summary(fit_sex) @@ -286,7 +288,7 @@ brms::ranef(fit_sex_district) ## Posterior expectations To go beyond simple summaries of the fitted model, we recommend using the `tidybayes` package. -For example, to obtain the posterior expectation of the delay distribution, under no censoring or truncation, we may use the `modelr::data_grid()` function in combination with the `tidybayes::add_epred_draws*(` function. +For example, to obtain the posterior expectation of the delay distribution, under no censoring or truncation, we may use the `modelr::data_grid()` function in combination with the `tidybayes::add_epred_draws()` function. The `tidybayes::add_epred_draws()` function uses the `posterior_epred_latent_lognormal` function implemented in `epidist` for the `latent_lognormal` custom `brms` family. First, for the model with no stratification (Figure \@ref(fig:epred-base)): From 824ee23813202197ad538bb108d905274c1071d4 Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 6 Sep 2024 14:35:08 +0100 Subject: [PATCH 64/73] Make introduction shorter --- vignettes/ebola.Rmd | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 0bd5c24f5..c8aa3fc5c 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -30,9 +30,7 @@ knitr::opts_chunk$set( ) ``` -The 2014-2016 outbreak of Ebola in West Africa began in Guinea, and quickly spread to neighbouring Liberia and Sierra Leone. -It was the largest outbreak in the disease's history, and resulted in over 28,600 infections and 11,325 deaths [@who_ebola_2014_2016]. - +The 2014-2016 outbreak of Ebola in West Africa was the largest outbreak in the disease's history, and resulted in over 28,600 infections and 11,325 deaths [@who_ebola_2014_2016]. In this vignette, we use the `epidist` package to analyze line list data from the outbreak in Sierra Leone. This data was collated by @fang2016transmission. We provide the data in the `epidist` package via `?sierra_leone_ebola_data`. From 172e95231ef6de718fc8b957c042e207665c9e72 Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 6 Sep 2024 14:36:54 +0100 Subject: [PATCH 65/73] Lint package --- vignettes/ebola.Rmd | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index c8aa3fc5c..5ef2ad613 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -153,7 +153,8 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> # use lubridate::ymd() to drop any sub-date time info date_of_symptom_onset = lubridate::ymd(date_of_symptom_onset), date_of_sample_tested = lubridate::ymd(date_of_sample_tested), - # ptime and stime represent the number of days elapsed since the earliest date of symptom onset in the data + # ptime and stime represent the number of days elapsed since the earliest + # date of symptom onset in the data ptime = as.numeric(date_of_symptom_onset - min(date_of_symptom_onset)), stime = as.numeric(date_of_sample_tested - min(date_of_symptom_onset)) ) |> @@ -192,7 +193,8 @@ n <- nrow(obs_cens) obs_cens <- obs_cens[complete.cases(obs_cens)] n_complete <- nrow(obs_cens) n_complete / n -obs_cens <- obs_cens[sample(seq_len(.N), n_complete * subsample, replace = FALSE)] +obs_cens <- + obs_cens[sample(seq_len(.N), n_complete * subsample, replace = FALSE)] ``` To prepare the data for use with the latent individual model, we use the function `as_latent_individual`: From 22332c78f636196a1f986e356445fd45f3d17270 Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 6 Sep 2024 15:08:32 +0100 Subject: [PATCH 66/73] Collapse plots into a 3 level patchwork (part 1) --- vignettes/ebola.Rmd | 142 +++++++++++++++++--------------------------- 1 file changed, 54 insertions(+), 88 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 5ef2ad613..aad65be56 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -53,6 +53,7 @@ library(ggplot2) library(sf) library(tidybayes) library(modelr) +library(patchwork) ``` Note that, for users new to `epidist`, before reading this article we recommend beginning with the vignette "[Getting started with `epidist`](http://epidist.epinowcast.org/articles/epidist.html)". @@ -205,12 +206,12 @@ obs_prep <- as_latent_individual(obs_cens) Now we are ready to fit the latent individual model. -### Intercept only model +### Intercept-only model -We start by fitting an intercept-only model, in which we fit a lognormal distribution to the overall data. +We start by fitting a single lognormal distribution to the data. This model assumes that a single distribution describes all delays in the data, regardless of the case's location, sex, or any other covariates. -To do this, we set `formula` to `brms::bf(mu ~ 1, sigma ~ 1)` to place an intercept only model on the `mu` and `sigma` parameters of the lognormal distribution. +To do this, we set `formula` to `brms::bf(mu ~ 1, sigma ~ 1)` to place an intercept-only model on the `mu` and `sigma` parameters of the lognormal distribution. This distribution is specified using `family = brms::lognormal()`. We use the Laplace approximation via `algorithm = "laplace"` (see the approximate inference vignette) for fast model fitting. @@ -290,7 +291,9 @@ brms::ranef(fit_sex_district) To go beyond simple summaries of the fitted model, we recommend using the `tidybayes` package. For example, to obtain the posterior expectation of the delay distribution, under no censoring or truncation, we may use the `modelr::data_grid()` function in combination with the `tidybayes::add_epred_draws()` function. The `tidybayes::add_epred_draws()` function uses the `posterior_epred_latent_lognormal` function implemented in `epidist` for the `latent_lognormal` custom `brms` family. -First, for the model with no stratification (Figure \@ref(fig:epred-base)): + +In Figure \@ref(epred) we show the posterior expectation of the delay distribution for each of the three fitted models. +Figure \@ref(pred)B illustrates the higher mean of men as compared with women. ```{r} epred_draws <- obs_prep |> @@ -298,33 +301,20 @@ epred_draws <- obs_prep |> data_grid(NA) |> mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_epred_draws(fit, dpar = TRUE) -``` -(ref:epred-base) The fitted posterior expectation of the delay distribution for a model with no stratification. - -```{r epred-base, fig.cap="(ref:epred-base)"} -epred_draws |> +epred_base_figure <- epred_draws |> ggplot(aes(x = .epred)) + - stat_slab() + - labs(x = "Posterior expectation of the delay", y = "") + + stat_halfeye() + + labs(x = "", y = "", title = "Intercept-only", tag = "A") + theme_minimal() -``` - -Next, for the sex stratified model, we illustrate the higher mean of men as compared with women (Figure \@ref(fig:epred-sex)): -```{r} -newdata_sex <- obs_prep |> +epred_draws_sex <- obs_prep |> as.data.frame() |> data_grid(sex) |> - mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) - -epred_draws_sex <- add_epred_draws(newdata_sex, fit_sex, dpar = TRUE) -``` - -(ref:epred-sex) The fitted posterior expectation of the delay distribution for a model with sex stratification. + mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> + add_epred_draws(fit_sex, dpar = TRUE) -```{r epred-sex, fig.cap="(ref:epred-sex)"} -epred_draws_sex |> +epred_sex_figure <- epred_draws_sex |> mutate( sex = case_when( sex == "F" ~ "Female", @@ -333,26 +323,16 @@ epred_draws_sex |> ) |> ggplot(aes(x = .epred, y = sex)) + stat_halfeye() + - labs(x = "Posterior expectation of the delay", y = "") + + labs(x = "", y = "", title = "Sex-stratified", tag = "B") + theme_minimal() -``` - -Finally, the sex-district stratified model is shown in Figure \@ref(fig:epred-sex). -Note that these results are questionable, and suggest that further would should be done refining the prior distributions for the model. -Part of the issue is that some sex-district strata have quite limited data. -```{r} epred_draws_sex_district <- obs_prep |> as.data.frame() |> data_grid(sex, district) |> mutate(obs_t = NA, pwindow_upr = NA, swindow_upr = NA) |> add_epred_draws(fit_sex_district, dpar = TRUE) -``` - -(ref:epred-sex-district) The fitted posterior expectation of the delay distribution for a model with sex-district stratification. -```{r epred-sex-district, fig.cap="(ref:epred-sex-district)"} -epred_draws_sex_district |> +epred_sex_district_figure <- epred_draws_sex_district |> mutate( sex = case_when( sex == "F" ~ "Female", @@ -362,14 +342,24 @@ epred_draws_sex_district |> ggplot(aes(x = .epred, y = district)) + stat_pointinterval() + facet_grid(. ~ sex) + - labs(x = "Posterior expectation of the delay", y = "") + + labs( + x = "Posterior expectation of the delay", y = "", + title = "Sex-district-stratified", tag = "C" + ) + theme_minimal() ``` +(ref:epred) The fitted posterior expectations of the delay distribution for each model. + +```{r linpred-sex-district, fig.cap="(ref:epred)", fig.height = 8} +epred_base_figure / epred_sex_figure / epred_sex_district_figure + + plot_layout(heights = c(1, 1.5, 2.5)) +``` + ## Linear predictor posteriors The `tidybayes` package also allows users to generate draws of the linear predictors for all distributional parameters using `tidybayes::add_linpred_draws()`. -For example, for the `mu` parameter in the sex-district stratified model: +For example, for the `mu` parameter in the sex-district stratified model (Figure \@ref(fig:linpred-sex-district)): ```{r} linpred_draws_sex_district <- obs_prep |> @@ -404,48 +394,27 @@ In this section, we demonstrate how to produce either a discrete probability mas ### Discrete probability mass function The posterior predictive distribution under no truncation but daily censoring. - -No stratification (Figure \@ref(fig:pmf)): +Omitting all delays greater than 30, then (Figure \@ref(fig:pmf)): ```{r} -newdata_pmf <- obs_prep |> +draws_pmf <- obs_prep |> as.data.frame() |> - mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) - -draws_pmf <- predicted_draws(fit, newdata = newdata_pmf, ndraws = 1000) -``` - -There were `r round(mean(draws_pmf$.prediction > 30) * 100, 1)`% of delays greater than 30, which are omitted in the following figure. - -(ref:pmf) Figure caption. + mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) |> + add_predicted_draws(fit, ndraws = 1000) -```{r pmf, fig.cap="(ref:pmf)"} -ggplot(draws_pmf, aes(x = .prediction)) + +pmf_base_figure <- ggplot(draws_pmf, aes(x = .prediction)) + geom_bar(aes(y = after_stat(count / sum(count)))) + - labs(x = "PMF with daily censoring and no truncation", y = "") + + labs(x = "", y = "", title = "Intercept-only", tag = "A") + scale_x_continuous(limits = c(0, 30)) + theme_minimal() -``` -Stratification by sex, omitting delays greater than 30 (Figure \@ref(fig:pmf-sex)): - -```{r} -newdata_sex_pmf <- obs_prep |> +draws_sex_pmf <- obs_prep |> as.data.frame() |> data_grid(sex) |> - mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) + mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) |> + add_predicted_draws(fit_sex, ndraws = 1000) -draws_sex_pmf <- predicted_draws( - fit_sex, - newdata = newdata_sex_pmf, - ndraws = 1000 -) -``` - -(ref:pmf-sex) Figure caption. - -```{r pmf-sex, fig.cap="(ref:pmf-sex)"} -draws_sex_pmf |> +pmf_sex_figure <- draws_sex_pmf |> mutate( sex = case_when( sex == "F" ~ "Female", @@ -454,31 +423,18 @@ draws_sex_pmf |> ) |> ggplot(aes(x = .prediction)) + geom_bar(aes(y = after_stat(count / sum(count)))) + - labs(x = "PMF with daily censoring and no truncation", y = "") + + labs(x = "", y = "", title = "Sex-stratified", tag = "B") + facet_grid(. ~ sex) + scale_x_continuous(limits = c(0, 30)) + theme_minimal() -``` - -Stratification by sex-district (Figure \@ref(fig:pmf-sex-district)): -```{r} -newdata_sex_district_pmf <- obs_prep |> +draws_sex_district_pmf <- obs_prep |> as.data.frame() |> data_grid(sex, district) |> - mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) - -draws_sex_district_pmf <- predicted_draws( - fit_sex_district, - newdata = newdata_sex_district_pmf, - ndraws = 1000 -) -``` + mutate(obs_t = 1000, pwindow_upr = 1, swindow_upr = 1) |> + add_predicted_draws(fit_sex_district, ndraws = 1000) -(ref:pmf-sex-district) Figure caption. - -```{r pmf-sex-district, fig.cap="(ref:pmf-sex-district)", fig.height = 9} -draws_sex_district_pmf |> +pmf_sex_district_figure <- draws_sex_district_pmf |> mutate( sex = case_when( sex == "F" ~ "Female", @@ -487,12 +443,22 @@ draws_sex_district_pmf |> ) |> ggplot(aes(x = .prediction)) + geom_bar(aes(y = after_stat(count / sum(count)))) + - labs(x = "PMF with daily censoring and no truncation", y = "") + + labs( + x = "PMF with daily censoring and no truncation", y = "", + title = "Sex-district-stratified", tag = "C" + ) + facet_grid(district ~ sex) + scale_x_continuous(limits = c(0, 30)) + theme_minimal() ``` +(ref:pmf) Figure caption. + +```{r pmf, fig.cap="(ref:pmf)", fig.height = 9} +pmf_base_figure / pmf_sex_figure / pmf_sex_district_figure + + plot_layout(heights = c(1, 1.5, 3)) +``` + ### Continuous probability density function The posterior predictive distribution under no truncation and no censoring. From 001cf0573d19d26cedae85f5950888cfb3b86852 Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 6 Sep 2024 15:25:23 +0100 Subject: [PATCH 67/73] Update documentation --- man/observe_process.Rd | 16 +++++++++++++++- 1 file changed, 15 insertions(+), 1 deletion(-) diff --git a/man/observe_process.Rd b/man/observe_process.Rd index be228fafb..cc6b9cea3 100644 --- a/man/observe_process.Rd +++ b/man/observe_process.Rd @@ -10,7 +10,21 @@ observe_process(linelist) \item{linelist}{...} } \description{ -Observation process for primary and secondary events +This function adds columns to linelist data representing an observation +process with daily primary and secondary censoring, as well as right +truncation. The columns added are: +\itemize{ +\item \code{ptime_daily}: The floor of \code{ptime} +\item \code{ptime_lwr}: The lower bound of \code{ptime}. Equal to \code{ptime_daily} +\item \code{ptime_upr}: The upper bound of \code{ptime}. Equal to \code{ptime_lwr + 1} +\item \code{stime_daily}: The floor of \code{stime} +\item \code{stime_lwr}: The lower bound of \code{stime}. Equal to \code{stime_daily} +\item \code{stime_upr}: The upper bound of \code{stime}. Equal to \code{stime_lwr + 1} +\item \code{delay_daily}: Given by \code{stime_daily - ptime_daily} +\item \code{delay_lwr}: Given by \code{delay_daily - 1} (or 0 if \code{delay_daily < 1}) +\item \code{delay_upr}: Given by \code{delay_daily + 1} +\item \code{obs_at}: The maximum value of \code{stime} +} } \seealso{ Other observe: From 8ea265bd4ad58e51dc17c018e8d8c76058ff193e Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 6 Sep 2024 15:33:26 +0100 Subject: [PATCH 68/73] More collapse 3 plots into patchwork --- vignettes/ebola.Rmd | 75 ++++++++++++++++----------------------------- 1 file changed, 26 insertions(+), 49 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index aad65be56..a1bf0050b 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -462,47 +462,27 @@ pmf_base_figure / pmf_sex_figure / pmf_sex_district_figure + ### Continuous probability density function The posterior predictive distribution under no truncation and no censoring. -That is to produce continuous delay times. - -No stratification (Figure \@ref(fig:pdf)): +That is to produce continuous delay times (Figure \@ref(fig:pdf)): ```{r} -newdata_pdf <- obs_prep |> +draws_pdf <- obs_prep |> as.data.frame() |> - mutate(obs_t = 1000, pwindow_upr = 0, swindow_upr = 0) - -draws_pdf <- predicted_draws(fit, newdata = newdata_pdf, ndraws = 1000) -``` - -(ref:pdf) Figure caption. + mutate(obs_t = 1000, pwindow_upr = 0, swindow_upr = 0) |> + add_predicted_draws(fit, ndraws = 1000) -```{r pdf, fig.cap="(ref:pdf)"} -ggplot(draws_pdf, aes(x = .prediction)) + +pdf_base_figure <- ggplot(draws_pdf, aes(x = .prediction)) + geom_density() + - labs(x = "PDF with no censoring and no truncation", y = "") + + labs(x = "", y = "", title = "Intercept-only", tag = "A") + scale_x_continuous(limits = c(0, 30)) + theme_minimal() -``` -Stratification by sex (Figure \@ref(fig:pdf-sex)): - -```{r} -newdata_sex_pdf <- obs_prep |> +draws_sex_pdf <- obs_prep |> as.data.frame() |> data_grid(sex) |> - mutate(obs_t = 1000, pwindow_upr = 0, swindow_upr = 0) - -draws_sex_pdf <- predicted_draws( - fit_sex, - newdata = newdata_sex_pdf, - ndraws = 1000 -) -``` - -(ref:pdf-sex) Figure caption. + mutate(obs_t = 1000, pwindow_upr = 0, swindow_upr = 0) |> + add_predicted_draws(fit_sex, ndraws = 1000) -```{r pdf-sex, fig.cap="(ref:pdf-sex)"} -draws_sex_pmf |> +pdf_sex_figure <- draws_sex_pdf |> mutate( sex = case_when( sex == "F" ~ "Female", @@ -511,31 +491,18 @@ draws_sex_pmf |> ) |> ggplot(aes(x = .prediction)) + geom_density() + - labs(x = "PDF with no censoring and no truncation", y = "") + + labs(x = "", y = "", title = "Sex-stratified", tag = "B") + facet_grid(. ~ sex) + scale_x_continuous(limits = c(0, 30)) + theme_minimal() -``` - -Stratification by sex-district (Figure \@ref(fig:pdf-sex-district)): -```{r} -newdata_sex_district_pdf <- obs_prep |> +draws_sex_district_pdf <- obs_prep |> as.data.frame() |> data_grid(sex, district) |> - mutate(obs_t = 1000, pwindow_upr = 0, swindow_upr = 0) - -draws_sex_district_pdf <- predicted_draws( - fit_sex_district, - newdata = newdata_sex_district_pdf, - ndraws = 1000 -) -``` - -(ref:pdf-sex-district) Figure caption. + mutate(obs_t = 1000, pwindow_upr = 0, swindow_upr = 0) |> + add_predicted_draws(fit_sex_district, ndraws = 1000) -```{r pdf-sex-district, fig.cap="(ref:pdf-sex-district)", fig.height = 9} -draws_sex_district_pdf |> +pdf_sex_district_figure <- draws_sex_district_pdf |> mutate( sex = case_when( sex == "F" ~ "Female", @@ -544,12 +511,22 @@ draws_sex_district_pdf |> ) |> ggplot(aes(x = .prediction)) + geom_density() + - labs(x = "PDF with no censoring and no truncation", y = "") + + labs( + x = "PDF with no censoring and no truncation", y = "", + title = "Sex-district-stratified", tag = "C" + ) + facet_grid(district ~ sex) + scale_x_continuous(limits = c(0, 30)) + theme_minimal() ``` +(ref:pdf) Figure caption. + +```{r pdf, fig.cap="(ref:pdf)", fig.height = 9} +pdf_base_figure / pdf_sex_figure / pdf_sex_district_figure + + plot_layout(heights = c(1, 1.5, 3)) +``` + # Conclusion * The `epidist` package allows you to fit delay distribution models From 9a506cfaa74f8d8e3297da0fd31b7461d7ad9239 Mon Sep 17 00:00:00 2001 From: athowes Date: Fri, 6 Sep 2024 15:49:48 +0100 Subject: [PATCH 69/73] Correct figure chunk name --- vignettes/ebola.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index a1bf0050b..5b9659c3c 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -351,7 +351,7 @@ epred_sex_district_figure <- epred_draws_sex_district |> (ref:epred) The fitted posterior expectations of the delay distribution for each model. -```{r linpred-sex-district, fig.cap="(ref:epred)", fig.height = 8} +```{r epred, fig.cap="(ref:epred)", fig.height = 8} epred_base_figure / epred_sex_figure / epred_sex_district_figure + plot_layout(heights = c(1, 1.5, 2.5)) ``` From fac72335daf5f92e5448f58eef421073e5638a41 Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 9 Sep 2024 10:46:22 +0100 Subject: [PATCH 70/73] Range of improvements to Ebola vignette (sorry for squashed commit message) --- vignettes/ebola.Rmd | 98 +++++++++++++++++++++++---------------------- 1 file changed, 50 insertions(+), 48 deletions(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 5b9659c3c..8de42b43a 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -30,11 +30,9 @@ knitr::opts_chunk$set( ) ``` -The 2014-2016 outbreak of Ebola in West Africa was the largest outbreak in the disease's history, and resulted in over 28,600 infections and 11,325 deaths [@who_ebola_2014_2016]. -In this vignette, we use the `epidist` package to analyze line list data from the outbreak in Sierra Leone. -This data was collated by @fang2016transmission. +In this vignette, we use the `epidist` package to analyze line list data from the 2014-2016 outbreak of Ebola in Sierra Leone [@who_ebola_2014_2016]. +These data were collated by @fang2016transmission. We provide the data in the `epidist` package via `?sierra_leone_ebola_data`. - In analyzing this data, we demonstrate the following features of `epidist`: 1. Fitting district-sex stratified partially pooled delay distribution estimates with a lognormal delay distribution. @@ -43,7 +41,7 @@ In analyzing this data, we demonstrate the following features of `epidist`: The packages used in this article are: ```{r load-requirements} -set.seed(1) +set.seed(123) library(epidist) library(data.table) @@ -56,7 +54,7 @@ library(modelr) library(patchwork) ``` -Note that, for users new to `epidist`, before reading this article we recommend beginning with the vignette "[Getting started with `epidist`](http://epidist.epinowcast.org/articles/epidist.html)". +For users new to `epidist`, before reading this article we recommend beginning with the "[Getting started with `epidist`](http://epidist.epinowcast.org/articles/epidist.html)" vignette. # Data preparation @@ -82,7 +80,7 @@ ndistrict <- length(unique(sierra_leone_ebola_data$district)) Figure \@ref(fig:ebola-outbreak) shows the dates of symptom onset and sample testing for cases across in each district. (In this figure, we filter down to every `r fraction`th case in order to avoid overplotting.) -We can see that the start time and course of the epidemic varies between districts. +We can see that the start time and course of the epidemic varies across districts. (ref:ebola-outbreak) Primary and secondary event times for every `r fraction`th case, over the `r ndistrict` districts of Sierra Leone. @@ -138,15 +136,15 @@ ggplot(sierra_leone_ebola_data_sf, aes(fill = cases, geometry = geometry)) + # Fitting sex-district stratified delay distributions To understand the delay between time of symptom onset and time of sample testing, we fit a range of statistical models using the `epidist` package. -In some of these models, we vary the parameters of the delay distribution by sex or by district. -For the lognormal delay distribution, which we begin by focusing on, these parameters are the mean and standard deviation of the underlying normal distribution. -That is, $\mu$ and $\sigma$ such that when $x \sim \mathcal{N}(\mu, \sigma)$ that $\exp(x)$ has a lognormal distribution. +In some models, we vary the parameters of the delay distribution by sex or by district. +For the lognormal delay distribution these parameters are the mean and standard deviation of the underlying normal distribution. +That is, $\mu$ and $\sigma$ such that when $x \sim \mathcal{N}(\mu, \sigma)$ then $\exp(x)$ has a lognormal distribution. ## Data preparation To prepare the data, we begin by transforming the date columns to `ptime` and `stime` columns for the times of the primary and secondary events respectively. Both of these columns are relative to the first date of symptom onset in the data. -We also transform the `data.frame` to a `data.table`. +We also transform the `data.frame` to a `data.table`: ```{r} sierra_leone_ebola_data <- sierra_leone_ebola_data |> @@ -161,47 +159,48 @@ sierra_leone_ebola_data <- sierra_leone_ebola_data |> ) |> select(case, ptime, stime, age, sex, district) |> data.table::as.data.table() -``` - -The data now looks like: -```{r} head(sierra_leone_ebola_data) ``` -Next, we use `observe_process()` to add interval censoring columns giving the lower and upper bounds on the primary and secondary event times. +Next, we use `observe_process()` to add interval censoring columns giving the lower and upper bounds on the primary and secondary event times: ```{r} obs_cens <- epidist::observe_process(sierra_leone_ebola_data) + +head(obs_cens) ``` -## Model fitting +For the time being, we filter the data to only complete cases (i.e. rows of the data which have no missing values^[It should be a relatively simple extension to allow for missing data in the model.]). -Now we are ready to fit lognormal delay distributions to the data! -First, we start with a simple model that assumes the same delay distribution for all cases. +```{r} +n <- nrow(obs_cens) +obs_cens <- obs_cens[complete.cases(obs_cens)] +n_complete <- nrow(obs_cens) +``` + +Here, `r round(100 * n_complete / n)`% of the cases were complete. ```{r} subsample <- 0.2 ``` -For the time being, we filter the data to only complete cases (i.e. rows of the data which have no missing values^[It should be a relatively simple extension to allow for missing data in the model.]). -As well, to speed up computation, we take a random `r 100 * subsample`% subsample of the complete data. +Additionally, to speed up computation, we take a random `r 100 * subsample`% subsample of the complete data. (In a real analysis, we'd recommend using all the available data). ```{r} -set.seed(1) -n <- nrow(obs_cens) -obs_cens <- obs_cens[complete.cases(obs_cens)] -n_complete <- nrow(obs_cens) -n_complete / n obs_cens <- obs_cens[sample(seq_len(.N), n_complete * subsample, replace = FALSE)] ``` +## Model fitting + To prepare the data for use with the latent individual model, we use the function `as_latent_individual`: ```{r} obs_prep <- as_latent_individual(obs_cens) + +head(obs_prep) ``` Now we are ready to fit the latent individual model. @@ -210,17 +209,15 @@ Now we are ready to fit the latent individual model. We start by fitting a single lognormal distribution to the data. This model assumes that a single distribution describes all delays in the data, regardless of the case's location, sex, or any other covariates. - -To do this, we set `formula` to `brms::bf(mu ~ 1, sigma ~ 1)` to place an intercept-only model on the `mu` and `sigma` parameters of the lognormal distribution. +To do this, we set `formula = brms::bf(mu ~ 1, sigma ~ 1)` to place an model with only and intercept parameter (i.e. `~ 1` in R formula syntax) on the `mu` and `sigma` parameters of the lognormal distribution. This distribution is specified using `family = brms::lognormal()`. -We use the Laplace approximation via `algorithm = "laplace"` (see the approximate inference vignette) for fast model fitting. ```{r} fit <- epidist( data = obs_prep, formula = brms::bf(mu ~ 1, sigma ~ 1), family = brms::lognormal(), - algorithm = "laplace", + algorithm = "sampling", refresh = 0, silent = 2, seed = 1 @@ -237,14 +234,14 @@ summary(fit) ### Sex-stratified model -To fit a model which varies the parameters of the fitted lognormal distribution, `mu` and `sigma`, by sex we alter the `formula` specification to include fixed effects for sex as follows: +To fit a model which varies the parameters of the fitted lognormal distribution, `mu` and `sigma`, by sex we alter the `formula` specification to include fixed effects for sex `~ 1 + sex` as follows: ```{r} fit_sex <- epidist( data = obs_prep, formula = brms::bf(mu ~ 1 + sex, sigma ~ 1 + sex), family = brms::lognormal(), - algorithm = "laplace", + algorithm = "sampling", refresh = 0, silent = 2, seed = 1 @@ -262,7 +259,8 @@ summary(fit_sex) ### Sex-district stratified model Finally, we will fit a model which also varies by district. -To do this, we will use district level random effects, assumed to be drawn from a shared normal distribution, within the model for both the `mu` and `sigma` parameters: +To do this, we will use district level random effects, assumed to be drawn from a shared normal distribution, within the model for both the `mu` and `sigma` parameters. +These random effects are specified by including `(1 | district)` in the formulas: ```{r} fit_sex_district <- epidist( @@ -272,28 +270,28 @@ fit_sex_district <- epidist( sigma ~ 1 + sex + (1 | district) ), family = brms::lognormal(), - algorithm = "laplace", + algorithm = "sampling", refresh = 0, silent = 2, seed = 1 ) ``` -Along with looking at the `summary`, we may also use the `brms::ranef` function to look at the estimates of the random effects: +For this model, along with looking at the `summary`, we may also use the `brms::ranef` function to look at the estimates of the random effects: ```{r} summary(fit_sex_district) brms::ranef(fit_sex_district) ``` -## Posterior expectations +## Posterior expectations {#posterior-expectation} -To go beyond simple summaries of the fitted model, we recommend using the `tidybayes` package. +To go further than summaries of the fitted model, we recommend using the `tidybayes` package. For example, to obtain the posterior expectation of the delay distribution, under no censoring or truncation, we may use the `modelr::data_grid()` function in combination with the `tidybayes::add_epred_draws()` function. The `tidybayes::add_epred_draws()` function uses the `posterior_epred_latent_lognormal` function implemented in `epidist` for the `latent_lognormal` custom `brms` family. -In Figure \@ref(epred) we show the posterior expectation of the delay distribution for each of the three fitted models. -Figure \@ref(pred)B illustrates the higher mean of men as compared with women. +In Figure \@ref(fig:epred) we show the posterior expectation of the delay distribution for each of the three fitted models. +Figure \@ref(fig:epred)B illustrates the higher mean of men as compared with women. ```{r} epred_draws <- obs_prep |> @@ -346,6 +344,7 @@ epred_sex_district_figure <- epred_draws_sex_district |> x = "Posterior expectation of the delay", y = "", title = "Sex-district-stratified", tag = "C" ) + + scale_y_discrete(limits = rev) + theme_minimal() ``` @@ -369,7 +368,7 @@ linpred_draws_sex_district <- obs_prep |> add_linpred_draws(fit_sex_district, dpar = TRUE) ``` -(ref:linpred-sex-district) The posterior distribution of the linear predictor of `mu` parameter within the sex-district stratified model. +(ref:linpred-sex-district) The posterior distribution of the linear predictor of `mu` parameter within the sex-district stratified model. The posterior expectations in Section \@ref(sec:posterior-expectation) are a function of both the `mu` linear predictor posterior distribution and `sigma` linear predictor posterior distribution. ```{r linpred-sex-district, fig.cap="(ref:linpred-sex-district)"} linpred_draws_sex_district |> @@ -383,18 +382,20 @@ linpred_draws_sex_district |> stat_pointinterval() + facet_grid(. ~ sex) + labs(x = "Posterior of the mu linear predictor", y = "") + + scale_y_discrete(limits = rev) + theme_minimal() ``` -## Delay probability mass functions +## Delay posterior distributions Posterior predictions of the delay distribution are an important output of an analysis with the `epidist` package. In this section, we demonstrate how to produce either a discrete probability mass function representation, or continuous probability density function representation of the delay distribution. ### Discrete probability mass function -The posterior predictive distribution under no truncation but daily censoring. -Omitting all delays greater than 30, then (Figure \@ref(fig:pmf)): +To generate a discrete probability mass function (PMF) we predict the delay distribution that would be observed with daily censoring and no right truncation. +To do this, we set each of `pwindow_upr` and `swindow_upr` to 1 for daily censoring, and `obs_t` to 1000 for no censoring. +Figure \@ref(fig:pmf) shows the result, where the few delays greater than 30 are omitted from the figure. ```{r} draws_pmf <- obs_prep |> @@ -452,7 +453,7 @@ pmf_sex_district_figure <- draws_sex_district_pmf |> theme_minimal() ``` -(ref:pmf) Figure caption. +(ref:pmf) Posterior predictions of the discrete probability mass function for each of the fitted models. ```{r pmf, fig.cap="(ref:pmf)", fig.height = 9} pmf_base_figure / pmf_sex_figure / pmf_sex_district_figure + @@ -520,7 +521,7 @@ pdf_sex_district_figure <- draws_sex_district_pdf |> theme_minimal() ``` -(ref:pdf) Figure caption. +(ref:pdf) Posterior predictions of the continuous probability density function for each of the fitted models. ```{r pdf, fig.cap="(ref:pdf)", fig.height = 9} pdf_base_figure / pdf_sex_figure / pdf_sex_district_figure + @@ -529,8 +530,9 @@ pdf_base_figure / pdf_sex_figure / pdf_sex_district_figure + # Conclusion -* The `epidist` package allows you to fit delay distribution models -* These models can be stratified by covariates such as sex and district -* You can use `tidybayes` for post-processing and prediction with fitted models +In this vignette, we demonstrate how the `epidist` package can be used to fit delay distribution models. +These models can be stratified by covariates such as sex and district using fixed and random effects. +Post-processing and prediction with fitted models is possible using the `tidybayes` package. +We illustrate generating posterior expectations, the posteriors of linear predictors, as well as discrete and continuous representations of the delay distribution. ## Bibliography {-} From afa7dcacba6b2c872e1be0e08cb9ffb752db9738 Mon Sep 17 00:00:00 2001 From: Adam Howes Date: Mon, 9 Sep 2024 10:54:14 +0100 Subject: [PATCH 71/73] Add head(obs_prep) Co-authored-by: Katie Gostic (she/her) --- vignettes/ebola.Rmd | 1 + 1 file changed, 1 insertion(+) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index 8de42b43a..dbcdec731 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -199,6 +199,7 @@ To prepare the data for use with the latent individual model, we use the functio ```{r} obs_prep <- as_latent_individual(obs_cens) +head(obs_prep) head(obs_prep) ``` From 692cfb52eb79ce8c71dc5adbd5a14cae977e80c0 Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 9 Sep 2024 11:09:54 +0100 Subject: [PATCH 72/73] Add patchwork to suggests --- DESCRIPTION | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 3cfbedbb5..e41831bf1 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -51,7 +51,8 @@ Suggests: fs, sf, tidybayes, - modelr + modelr, + patchwork Remotes: stan-dev/cmdstanr, Rdatatable/data.table, From dca3a0b192d02efaa1338e4a049ae50d6f257ee6 Mon Sep 17 00:00:00 2001 From: athowes Date: Mon, 9 Sep 2024 11:11:20 +0100 Subject: [PATCH 73/73] Don't need sec: --- vignettes/ebola.Rmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/vignettes/ebola.Rmd b/vignettes/ebola.Rmd index dbcdec731..23727541f 100644 --- a/vignettes/ebola.Rmd +++ b/vignettes/ebola.Rmd @@ -369,7 +369,7 @@ linpred_draws_sex_district <- obs_prep |> add_linpred_draws(fit_sex_district, dpar = TRUE) ``` -(ref:linpred-sex-district) The posterior distribution of the linear predictor of `mu` parameter within the sex-district stratified model. The posterior expectations in Section \@ref(sec:posterior-expectation) are a function of both the `mu` linear predictor posterior distribution and `sigma` linear predictor posterior distribution. +(ref:linpred-sex-district) The posterior distribution of the linear predictor of `mu` parameter within the sex-district stratified model. The posterior expectations in Section \@ref(posterior-expectation) are a function of both the `mu` linear predictor posterior distribution and `sigma` linear predictor posterior distribution. ```{r linpred-sex-district, fig.cap="(ref:linpred-sex-district)"} linpred_draws_sex_district |>