From 4841ad548453db1749fab6d9d805f3292b76d2b0 Mon Sep 17 00:00:00 2001 From: Sebastian Funk Date: Sat, 21 Oct 2023 09:38:04 +0100 Subject: [PATCH] recompile vignettes --- vignettes/epinow.Rmd | 95 ++++---- vignettes/estimate_infections_options.Rmd | 203 ++++++++++++++---- vignettes/estimate_infections_workflow.Rmd | 2 +- vignettes/figure/bp-1.png | Bin 42700 -> 42719 bytes vignettes/figure/data-1.png | Bin 11445 -> 3808 bytes vignettes/figure/default-1.png | Bin 48908 -> 48810 bytes vignettes/figure/fixed-1.png | Bin 37371 -> 36895 bytes vignettes/figure/gp_projection-1.png | Bin 49304 -> 46983 bytes vignettes/figure/lower_accuracy-1.png | Bin 49164 -> 48613 bytes vignettes/figure/no_delays-1.png | Bin 46135 -> 45877 bytes vignettes/figure/nonparametric-1.png | Bin 48282 -> 47471 bytes vignettes/figure/regional_epinow-1.png | Bin 57130 -> 34002 bytes .../figure/regional_epinow_multiple-1.png | Bin 55182 -> 32874 bytes vignettes/figure/results-1.png | Bin 85565 -> 58167 bytes vignettes/figure/susceptible_depletion-1.png | Bin 48612 -> 48920 bytes vignettes/figure/truncation-1.png | Bin 13574 -> 48786 bytes vignettes/figure/weekly_rw-1.png | Bin 47204 -> 47743 bytes 17 files changed, 210 insertions(+), 90 deletions(-) diff --git a/vignettes/epinow.Rmd b/vignettes/epinow.Rmd index ee59c6c95..7064a30a8 100644 --- a/vignettes/epinow.Rmd +++ b/vignettes/epinow.Rmd @@ -35,7 +35,6 @@ reporting_delay <- dist_spec( sd = convert_to_logsd(2, 1), sd_sd = 0, max = 10 ) delay <- example_incubation_period + reporting_delay -#> Error in eval(expr, envir, enclos): object 'example_incubation_period' not found rt_prior <- list(mean = 2, sd = 0.1) ``` @@ -50,12 +49,16 @@ res <- epinow(reported_cases, target_folder = "results" ) #> Logging threshold set at INFO for the EpiNow2 logger -#> Writing EpiNow2 logs to the console and: /var/folders/gd/x84kkjzd6bn9rlf3f2v830c00000gp/T//Rtmpb9LWrR/regional-epinow/2020-04-21.log +#> Writing EpiNow2 logs to the console and: /tmp/RtmprzMMcb/regional-epinow/2020-04-21.log #> Logging threshold set at INFO for the EpiNow2.epinow logger -#> Writing EpiNow2.epinow logs to the console and: /var/folders/gd/x84kkjzd6bn9rlf3f2v830c00000gp/T//Rtmpb9LWrR/epinow/2020-04-21.log -#> Error in eval(expr, envir, enclos): object 'example_generation_time' not found +#> Writing EpiNow2.epinow logs to the console and: /tmp/RtmprzMMcb/epinow/2020-04-21.log +#> WARN [2023-10-21 09:32:12] epinow: There were 17 divergent transitions after warmup. See +#> https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup +#> to find out why this is a problem and how to eliminate them. - +#> WARN [2023-10-21 09:32:12] epinow: Examine the pairs() plot to diagnose sampling problems +#> - res$plots$R -#> Error in eval(expr, envir, enclos): object 'res' not found +#> NULL ``` The initial messages here indicate where log files can be found, and summarised results and plots are in the folder given by `target_folder` (here: `results/`). @@ -86,34 +89,34 @@ region_rt <- regional_epinow( delays = delay_opts(delay), rt = rt_opts(prior = rt_prior), ) -#> INFO [2023-10-19 16:50:18] Producing following optional outputs: regions, summary, samples, plots, latest +#> INFO [2023-10-21 09:32:19] Producing following optional outputs: regions, summary, samples, plots, latest #> Logging threshold set at INFO for the EpiNow2 logger -#> Writing EpiNow2 logs to the console and: /var/folders/gd/x84kkjzd6bn9rlf3f2v830c00000gp/T//Rtmpb9LWrR/regional-epinow/2020-04-21.log +#> Writing EpiNow2 logs to the console and: /tmp/RtmprzMMcb/regional-epinow/2020-04-21.log #> Logging threshold set at INFO for the EpiNow2.epinow logger -#> Writing EpiNow2.epinow logs to: /var/folders/gd/x84kkjzd6bn9rlf3f2v830c00000gp/T//Rtmpb9LWrR/epinow/2020-04-21.log -#> INFO [2023-10-19 16:50:18] Reporting estimates using data up to: 2020-04-21 -#> INFO [2023-10-19 16:50:18] No target directory specified so returning output -#> INFO [2023-10-19 16:50:18] Producing estimates for: testland, realland -#> INFO [2023-10-19 16:50:18] Regions excluded: none -#> INFO [2023-10-19 16:52:38] Completed estimates for: testland -#> INFO [2023-10-19 16:54:34] Completed estimates for: realland -#> INFO [2023-10-19 16:54:34] Completed regional estimates -#> INFO [2023-10-19 16:54:34] Regions with estimates: 2 -#> INFO [2023-10-19 16:54:34] Regions with runtime errors: 0 -#> INFO [2023-10-19 16:54:34] Producing summary -#> INFO [2023-10-19 16:54:34] No summary directory specified so returning summary output -#> INFO [2023-10-19 16:54:34] No target directory specified so returning timings +#> Writing EpiNow2.epinow logs to: /tmp/RtmprzMMcb/epinow/2020-04-21.log +#> INFO [2023-10-21 09:32:19] Reporting estimates using data up to: 2020-04-21 +#> INFO [2023-10-21 09:32:19] No target directory specified so returning output +#> INFO [2023-10-21 09:32:19] Producing estimates for: testland, realland +#> INFO [2023-10-21 09:32:19] Regions excluded: none +#> INFO [2023-10-21 09:33:56] Completed estimates for: testland +#> INFO [2023-10-21 09:35:26] Completed estimates for: realland +#> INFO [2023-10-21 09:35:26] Completed regional estimates +#> INFO [2023-10-21 09:35:26] Regions with estimates: 2 +#> INFO [2023-10-21 09:35:26] Regions with runtime errors: 0 +#> INFO [2023-10-21 09:35:26] Producing summary +#> INFO [2023-10-21 09:35:26] No summary directory specified so returning summary output +#> INFO [2023-10-21 09:35:26] No target directory specified so returning timings ## summary region_rt$summary$summarised_results$table #> Region New confirmed cases by infection date -#> 1: realland 2178 (945 -- 4053) -#> 2: testland 2150 (915 -- 4118) +#> 1: realland 2119 (876 -- 4309) +#> 2: testland 2082 (823 -- 4219) #> Expected change in daily cases Effective reproduction no. -#> 1: Likely decreasing 0.89 (0.62 -- 1.1) -#> 2: Likely decreasing 0.89 (0.61 -- 1.1) +#> 1: Likely decreasing 0.89 (0.61 -- 1.2) +#> 2: Likely decreasing 0.88 (0.6 -- 1.2) #> Rate of growth Doubling/halving time (days) -#> 1: -0.031 (-0.13 -- 0.04) -22 (18 -- -5.2) -#> 2: -0.032 (-0.13 -- 0.038) -22 (18 -- -5.2) +#> 1: -0.033 (-0.14 -- 0.041) -21 (17 -- -5.1) +#> 2: -0.035 (-0.14 -- 0.04) -20 (17 -- -5) ## plot region_rt$summary$plots$R ``` @@ -133,34 +136,34 @@ region_separate_rt <- regional_epinow( delays = delay_opts(delay), rt = rt, gp = gp, ) -#> INFO [2023-10-19 16:54:35] Producing following optional outputs: regions, summary, samples, plots, latest +#> INFO [2023-10-21 09:35:27] Producing following optional outputs: regions, summary, samples, plots, latest #> Logging threshold set at INFO for the EpiNow2 logger -#> Writing EpiNow2 logs to the console and: /var/folders/gd/x84kkjzd6bn9rlf3f2v830c00000gp/T//Rtmpb9LWrR/regional-epinow/2020-04-21.log +#> Writing EpiNow2 logs to the console and: /tmp/RtmprzMMcb/regional-epinow/2020-04-21.log #> Logging threshold set at INFO for the EpiNow2.epinow logger -#> Writing EpiNow2.epinow logs to: /var/folders/gd/x84kkjzd6bn9rlf3f2v830c00000gp/T//Rtmpb9LWrR/epinow/2020-04-21.log -#> INFO [2023-10-19 16:54:35] Reporting estimates using data up to: 2020-04-21 -#> INFO [2023-10-19 16:54:35] No target directory specified so returning output -#> INFO [2023-10-19 16:54:35] Producing estimates for: testland, realland -#> INFO [2023-10-19 16:54:35] Regions excluded: none -#> INFO [2023-10-19 16:57:36] Completed estimates for: testland -#> INFO [2023-10-19 16:58:20] Completed estimates for: realland -#> INFO [2023-10-19 16:58:20] Completed regional estimates -#> INFO [2023-10-19 16:58:20] Regions with estimates: 2 -#> INFO [2023-10-19 16:58:20] Regions with runtime errors: 0 -#> INFO [2023-10-19 16:58:20] Producing summary -#> INFO [2023-10-19 16:58:20] No summary directory specified so returning summary output -#> INFO [2023-10-19 16:58:21] No target directory specified so returning timings +#> Writing EpiNow2.epinow logs to: /tmp/RtmprzMMcb/epinow/2020-04-21.log +#> INFO [2023-10-21 09:35:27] Reporting estimates using data up to: 2020-04-21 +#> INFO [2023-10-21 09:35:27] No target directory specified so returning output +#> INFO [2023-10-21 09:35:27] Producing estimates for: testland, realland +#> INFO [2023-10-21 09:35:27] Regions excluded: none +#> INFO [2023-10-21 09:37:00] Completed estimates for: testland +#> INFO [2023-10-21 09:37:36] Completed estimates for: realland +#> INFO [2023-10-21 09:37:36] Completed regional estimates +#> INFO [2023-10-21 09:37:36] Regions with estimates: 2 +#> INFO [2023-10-21 09:37:36] Regions with runtime errors: 0 +#> INFO [2023-10-21 09:37:36] Producing summary +#> INFO [2023-10-21 09:37:36] No summary directory specified so returning summary output +#> INFO [2023-10-21 09:37:36] No target directory specified so returning timings ## summary region_separate_rt$summary$summarised_results$table #> Region New confirmed cases by infection date -#> 1: realland 1996 (1006 -- 3934) -#> 2: testland 2073 (896 -- 4109) +#> 1: realland 2013 (953 -- 4182) +#> 2: testland 2052 (855 -- 4277) #> Expected change in daily cases Effective reproduction no. -#> 1: Likely decreasing 0.88 (0.67 -- 1.1) +#> 1: Likely decreasing 0.88 (0.66 -- 1.2) #> 2: Likely decreasing 0.88 (0.6 -- 1.2) #> Rate of growth Doubling/halving time (days) -#> 1: -0.036 (-0.11 -- 0.036) -19 (19 -- -6.2) -#> 2: -0.035 (-0.14 -- 0.04) -20 (17 -- -4.9) +#> 1: -0.035 (-0.12 -- 0.04) -20 (17 -- -6) +#> 2: -0.036 (-0.14 -- 0.045) -19 (16 -- -5) ## plot region_separate_rt$summary$plots$R ``` diff --git a/vignettes/estimate_infections_options.Rmd b/vignettes/estimate_infections_options.Rmd index 34020d450..3c5f6cc59 100644 --- a/vignettes/estimate_infections_options.Rmd +++ b/vignettes/estimate_infections_options.Rmd @@ -74,7 +74,8 @@ Delays reflect the time that passes between infection and reporting, if these ex ```r example_incubation_period -#> Error in eval(expr, envir, enclos): object 'example_incubation_period' not found +#> +#> Uncertain lognormal distribution with (untruncated) logmean 1.6 (SD 0.064) and logSD 0.42 (SD 0.069) ``` For the reporting delay, we use a lognormal distribution with mean of 2 days and standard deviation of 1 day. @@ -98,9 +99,11 @@ _EpiNow2_ provides a feature that allows us to combine these delays into one by ```r delay <- example_incubation_period + reporting_delay -#> Error in eval(expr, envir, enclos): object 'example_incubation_period' not found delay -#> Error in eval(expr, envir, enclos): object 'delay' not found +#> +#> Combination of delay distributions: +#> Uncertain lognormal distribution with (untruncated) logmean 1.6 (SD 0.064) and logSD 0.42 (SD 0.069) +#> Fixed distribution with PMF [0.11 0.48 0.27 0.093 0.029 0.0096 0.0033 0.0012 0.00045 0.00018 7.4e-05] ``` ## Generation time @@ -110,7 +113,8 @@ If we want to estimate the reproduction number we need to provide a distribution ```r example_generation_time -#> Error in eval(expr, envir, enclos): object 'example_generation_time' not found +#> +#> Uncertain gamma distribution with (untruncated) mean 3.6 (SD 0.71) and SD 3.1 (SD 0.77) ``` ## Initial reproduction number @@ -138,18 +142,31 @@ def <- estimate_infections(reported_cases, delays = delay_opts(delay), rt = rt_opts(prior = rt_prior) ) -#> Error in eval(expr, envir, enclos): object 'delay' not found +#> Warning: There were 7 divergent transitions after warmup. See +#> https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup +#> to find out why this is a problem and how to eliminate them. +#> Warning: Examine the pairs() plot to diagnose sampling problems # summarise results summary(def) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'def' not found +#> measure estimate +#> 1: New confirmed cases by infection date 2326 (1160 -- 4361) +#> 2: Expected change in daily cases Likely decreasing +#> 3: Effective reproduction no. 0.89 (0.62 -- 1.2) +#> 4: Rate of growth -0.024 (-0.094 -- 0.036) +#> 5: Doubling/halving time (days) -29 (19 -- -7.4) # elapsed time (in seconds) get_elapsed_time(def$fit) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'get_elapsed_time': object 'def' not found +#> warmup sample +#> chain:1 33.573 24.459 +#> chain:2 27.082 34.938 +#> chain:3 34.183 24.497 +#> chain:4 30.027 31.835 # summary plot plot(def) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'def' not found ``` +![plot of chunk default](figure/default-1.png) + ## Reducing the accuracy of the approximate Gaussian Process To speed up the calculation of the Gaussian Process we could decrease its accuracy, e.g. decrease the proportion of time points to use as basis functions from the default of 0.2 to 0.1. @@ -162,18 +179,31 @@ agp <- estimate_infections(reported_cases, rt = rt_opts(prior = rt_prior), gp = gp_opts(basis_prop = 0.1) ) -#> Error in eval(expr, envir, enclos): object 'delay' not found +#> Warning: There were 8 divergent transitions after warmup. See +#> https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup +#> to find out why this is a problem and how to eliminate them. +#> Warning: Examine the pairs() plot to diagnose sampling problems # summarise results summary(agp) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'agp' not found +#> measure estimate +#> 1: New confirmed cases by infection date 2343 (1188 -- 4363) +#> 2: Expected change in daily cases Likely decreasing +#> 3: Effective reproduction no. 0.89 (0.63 -- 1.2) +#> 4: Rate of growth -0.024 (-0.091 -- 0.039) +#> 5: Doubling/halving time (days) -29 (18 -- -7.6) # elapsed time (in seconds) get_elapsed_time(agp$fit) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'get_elapsed_time': object 'agp' not found +#> warmup sample +#> chain:1 23.392 23.266 +#> chain:2 18.817 23.019 +#> chain:3 19.906 23.454 +#> chain:4 27.043 23.983 # summary plot plot(agp) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'agp' not found ``` +![plot of chunk lower_accuracy](figure/lower_accuracy-1.png) + ## Adjusting for future susceptible depletion We might want to adjust for future susceptible depletion. @@ -190,18 +220,31 @@ dep <- estimate_infections(reported_cases, pop = 1000000, future = "latest" ) ) -#> Error in eval(expr, envir, enclos): object 'delay' not found +#> Warning: There were 14 divergent transitions after warmup. See +#> https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup +#> to find out why this is a problem and how to eliminate them. +#> Warning: Examine the pairs() plot to diagnose sampling problems # summarise results summary(dep) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'dep' not found +#> measure estimate +#> 1: New confirmed cases by infection date 2275 (1141 -- 4324) +#> 2: Expected change in daily cases Likely decreasing +#> 3: Effective reproduction no. 0.88 (0.62 -- 1.2) +#> 4: Rate of growth -0.027 (-0.096 -- 0.036) +#> 5: Doubling/halving time (days) -26 (19 -- -7.2) # elapsed time (in seconds) get_elapsed_time(dep$fit) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'get_elapsed_time': object 'dep' not found +#> warmup sample +#> chain:1 30.522 24.801 +#> chain:2 29.964 24.931 +#> chain:3 33.582 25.698 +#> chain:4 27.050 25.586 # summary plot plot(dep) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'dep' not found ``` +![plot of chunk susceptible_depletion](figure/susceptible_depletion-1.png) + ## Adjusting for truncation of the most recent data We might further want to adjust for right-truncation of recent data estimated using the [estimate_truncation](estimate_truncation.html) model. @@ -226,13 +269,25 @@ trunc <- estimate_infections(reported_cases, truncation = trunc_opts(trunc_dist), rt = rt_opts(prior = rt_prior) ) -#> Error in eval(expr, envir, enclos): object 'delay' not found +#> Warning: There were 6 divergent transitions after warmup. See +#> https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup +#> to find out why this is a problem and how to eliminate them. +#> Warning: Examine the pairs() plot to diagnose sampling problems # summarise results summary(trunc) -#> Error in object[[i]]: object of type 'builtin' is not subsettable +#> measure estimate +#> 1: New confirmed cases by infection date 2477 (1311 -- 4653) +#> 2: Expected change in daily cases Likely decreasing +#> 3: Effective reproduction no. 0.91 (0.65 -- 1.2) +#> 4: Rate of growth -0.02 (-0.085 -- 0.044) +#> 5: Doubling/halving time (days) -34 (16 -- -8.2) # elapsed time (in seconds) get_elapsed_time(trunc$fit) -#> Error in (function (cond) : error in evaluating the argument 'object' in selecting a method for function 'get_elapsed_time': object of type 'builtin' is not subsettable +#> warmup sample +#> chain:1 32.951 25.092 +#> chain:2 33.920 25.699 +#> chain:3 31.455 46.192 +#> chain:4 27.765 26.048 # summary plot plot(trunc) ``` @@ -253,18 +308,31 @@ project_rt <- estimate_infections(reported_cases, prior = rt_prior, future = "project" ) ) -#> Error in eval(expr, envir, enclos): object 'delay' not found +#> Warning: There were 4 divergent transitions after warmup. See +#> https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup +#> to find out why this is a problem and how to eliminate them. +#> Warning: Examine the pairs() plot to diagnose sampling problems # summarise results summary(project_rt) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'project_rt' not found +#> measure estimate +#> 1: New confirmed cases by infection date 2246 (1150 -- 4539) +#> 2: Expected change in daily cases Likely decreasing +#> 3: Effective reproduction no. 0.87 (0.62 -- 1.2) +#> 4: Rate of growth -0.028 (-0.096 -- 0.042) +#> 5: Doubling/halving time (days) -24 (16 -- -7.2) # elapsed time (in seconds) get_elapsed_time(project_rt$fit) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'get_elapsed_time': object 'project_rt' not found +#> warmup sample +#> chain:1 28.858 24.636 +#> chain:2 36.509 47.931 +#> chain:3 32.023 47.087 +#> chain:4 34.074 27.767 # summary plot plot(project_rt) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'project_rt' not found ``` +![plot of chunk gp_projection](figure/gp_projection-1.png) + ## Fixed reproduction number We might want to estimate a fixed reproduction number, i.e. assume that it does not change. @@ -276,18 +344,27 @@ fixed <- estimate_infections(reported_cases, delays = delay_opts(delay), gp = NULL ) -#> Error in eval(expr, envir, enclos): object 'delay' not found # summarise results summary(fixed) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'fixed' not found +#> measure estimate +#> 1: New confirmed cases by infection date 15737 (8930 -- 29454) +#> 2: Expected change in daily cases Increasing +#> 3: Effective reproduction no. 1.2 (1.1 -- 1.3) +#> 4: Rate of growth 0.038 (0.026 -- 0.05) +#> 5: Doubling/halving time (days) 18 (14 -- 27) # elapsed time (in seconds) get_elapsed_time(fixed$fit) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'get_elapsed_time': object 'fixed' not found +#> warmup sample +#> chain:1 2.091 1.127 +#> chain:2 1.884 0.847 +#> chain:3 1.912 0.981 +#> chain:4 1.857 0.900 # summary plot plot(fixed) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'fixed' not found ``` +![plot of chunk fixed](figure/fixed-1.png) + ## Breakpoints Instead of assuming the reproduction number varies freely or is fixed, we can assume that it is fixed but with breakpoints. @@ -312,18 +389,27 @@ bkp <- estimate_infections(bp_cases, rt = rt_opts(prior = rt_prior), gp = NULL ) -#> Error in eval(expr, envir, enclos): object 'delay' not found # summarise results summary(bkp) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'bkp' not found +#> measure estimate +#> 1: New confirmed cases by infection date 2468 (2035 -- 2968) +#> 2: Expected change in daily cases Decreasing +#> 3: Effective reproduction no. 0.91 (0.88 -- 0.93) +#> 4: Rate of growth -0.021 (-0.026 -- -0.015) +#> 5: Doubling/halving time (days) -34 (-46 -- -27) # elapsed time (in seconds) get_elapsed_time(bkp$fit) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'get_elapsed_time': object 'bkp' not found +#> warmup sample +#> chain:1 3.115 2.705 +#> chain:2 2.910 2.433 +#> chain:3 3.695 2.271 +#> chain:4 3.683 2.654 # summary plot plot(bkp) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'bkp' not found ``` +![plot of chunk bp](figure/bp-1.png) + ## Weekly random walk Instead of a smooth Gaussian Process we might want the reproduction number to change step-wise, e.g. every week. @@ -337,18 +423,27 @@ rw <- estimate_infections(reported_cases, rt = rt_opts(prior = rt_prior, rw = 7), gp = NULL ) -#> Error in eval(expr, envir, enclos): object 'delay' not found # summarise results summary(rw) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'rw' not found +#> measure estimate +#> 1: New confirmed cases by infection date 2168 (1146 -- 4136) +#> 2: Expected change in daily cases Likely decreasing +#> 3: Effective reproduction no. 0.86 (0.63 -- 1.2) +#> 4: Rate of growth -0.031 (-0.091 -- 0.031) +#> 5: Doubling/halving time (days) -22 (22 -- -7.6) # elapsed time (in seconds) get_elapsed_time(rw$fit) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'get_elapsed_time': object 'rw' not found +#> warmup sample +#> chain:1 7.324 9.414 +#> chain:2 9.205 9.808 +#> chain:3 8.057 10.079 +#> chain:4 6.632 7.324 # summary plot plot(rw) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'rw' not found ``` +![plot of chunk weekly_rw](figure/weekly_rw-1.png) + ## No delays Whilst _EpiNow2_ allows the user to specify delays, it can also run directly on the data as does e.g. the [EpiEstim](https://CRAN.R-project.org/package=EpiEstim) package. @@ -359,18 +454,31 @@ no_delay <- estimate_infections( reported_cases, generation_time = generation_time_opts(example_generation_time) ) -#> Error in eval(expr, envir, enclos): object 'example_generation_time' not found +#> Warning: There were 5 divergent transitions after warmup. See +#> https://mc-stan.org/misc/warnings.html#divergent-transitions-after-warmup +#> to find out why this is a problem and how to eliminate them. +#> Warning: Examine the pairs() plot to diagnose sampling problems # summarise results summary(no_delay) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'no_delay' not found +#> measure estimate +#> 1: New confirmed cases by infection date 2790 (2313 -- 3329) +#> 2: Expected change in daily cases Decreasing +#> 3: Effective reproduction no. 0.88 (0.76 -- 0.99) +#> 4: Rate of growth -0.026 (-0.055 -- -0.0022) +#> 5: Doubling/halving time (days) -26 (-320 -- -13) # elapsed time (in seconds) get_elapsed_time(no_delay$fit) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'get_elapsed_time': object 'no_delay' not found +#> warmup sample +#> chain:1 42.446 68.684 +#> chain:2 32.455 34.207 +#> chain:3 42.812 62.019 +#> chain:4 28.186 37.280 # summary plot plot(no_delay) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'no_delay' not found ``` +![plot of chunk no_delays](figure/no_delays-1.png) + ## Non-parametric infection model The package also includes a non-parametric infection model. @@ -387,14 +495,23 @@ non_parametric <- estimate_infections(reported_cases, backcalc = backcalc_opts(), horizon = 0 ) -#> Error in eval(expr, envir, enclos): object 'delay' not found # summarise results summary(non_parametric) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'summary': object 'non_parametric' not found +#> measure estimate +#> 1: New confirmed cases by infection date 2361 (1808 -- 3074) +#> 2: Expected change in daily cases Decreasing +#> 3: Effective reproduction no. 0.9 (0.8 -- 0.99) +#> 4: Rate of growth -0.023 (-0.045 -- -0.0014) +#> 5: Doubling/halving time (days) -30 (-510 -- -15) # elapsed time (in seconds) get_elapsed_time(non_parametric$fit) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'object' in selecting a method for function 'get_elapsed_time': object 'non_parametric' not found +#> warmup sample +#> chain:1 2.811 0.823 +#> chain:2 2.688 0.784 +#> chain:3 3.013 0.826 +#> chain:4 3.280 0.805 # summary plot plot(non_parametric) -#> Error in h(simpleError(msg, call)): error in evaluating the argument 'x' in selecting a method for function 'plot': object 'non_parametric' not found ``` + +![plot of chunk nonparametric](figure/nonparametric-1.png) diff --git a/vignettes/estimate_infections_workflow.Rmd b/vignettes/estimate_infections_workflow.Rmd index a02ed8422..d3765c4f9 100644 --- a/vignettes/estimate_infections_workflow.Rmd +++ b/vignettes/estimate_infections_workflow.Rmd @@ -230,7 +230,7 @@ def <- estimate_infections( delays = delay_opts(delay), rt = rt_opts(prior = rt_prior) ) -#> Warning: There were 19 divergent transitions after warmup. 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