From 92327372eb3c29ea8d3d792de713f14fb96b0d5c Mon Sep 17 00:00:00 2001
From: Greg Tucker-Kellogg <dbsgtk@gmail.com>
Date: Mon, 30 Oct 2023 23:00:03 +0800
Subject: [PATCH] updated preprint

---
 README.md                                     |   3 -
 results/attrition-bias-sim1.pdf               | Bin 0 -> 40048 bytes
 results/attrition-bias-sim2.pdf               | Bin 0 -> 40605 bytes
 results/attrition-bias-sim3.pdf               | Bin 0 -> 40167 bytes
 results/early_infections.pdf                  | Bin 9332 -> 9316 bytes
 results/early_infections.tex                  |   6 +-
 results/early_infections_deaths.tex           |   4 +-
 results/figure_s1.pdf                         | Bin 0 -> 6913 bytes
 results/kerr_sus_match.tsv                    | 176 ++++++++++++++++++
 results/reguser_protection-sim1.pdf           | Bin 0 -> 10346 bytes
 results/reguser_protection-sim2.pdf           | Bin 0 -> 10416 bytes
 results/reguser_protection-sim3.pdf           | Bin 0 -> 79079 bytes
 src/compare_sus_kerr.R                        |  18 +-
 src/data/keep_results.R                       |   6 +-
 src/data/pgfkeys_params.R                     |  10 +-
 src/import-and-impute/INFLUD20.R              |   9 +-
 .../kerr_early_infection_match.R              |   8 +-
 src/main_and_supplemental_tables.R            |  13 +-
 src/main_simulations.R                        |   1 -
 src/simulation_models.R                       |   5 +-
 20 files changed, 221 insertions(+), 38 deletions(-)
 create mode 100644 results/attrition-bias-sim1.pdf
 create mode 100644 results/attrition-bias-sim2.pdf
 create mode 100644 results/attrition-bias-sim3.pdf
 create mode 100644 results/figure_s1.pdf
 create mode 100644 results/kerr_sus_match.tsv
 create mode 100644 results/reguser_protection-sim1.pdf
 create mode 100644 results/reguser_protection-sim2.pdf
 create mode 100644 results/reguser_protection-sim3.pdf

diff --git a/README.md b/README.md
index 5aea3f0..0d74f51 100644
--- a/README.md
+++ b/README.md
@@ -6,9 +6,6 @@
 - Download https://s3.sa-east-1.amazonaws.com/ckan.saude.gov.br/SRAG/2022/INFLUD20-26-09-2022.csv and put it into `/data`
 
 
-
-
-
 ## Regenerating the figures and tables
 
 - Table 1 and Figure 1 can be generated by running `src/compare_sus_kerr.R`
diff --git a/results/attrition-bias-sim1.pdf b/results/attrition-bias-sim1.pdf
new file mode 100644
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diff --git a/results/early_infections.pdf b/results/early_infections.pdf
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diff --git a/results/early_infections.tex b/results/early_infections.tex
index a82b9ca..0ebea88 100644
--- a/results/early_infections.tex
+++ b/results/early_infections.tex
@@ -1,11 +1,11 @@
 \setlength{\LTpost}{0mm}
 \begin{longtable}{lccc}
 \toprule
- & \textbf{non-user}, N = 98\textsuperscript{\textit{1}} & \textbf{user}, N = 80\textsuperscript{\textit{1}} & \textbf{p-value}\textsuperscript{\textit{2}} \\ 
+ & \textbf{non-user}, N = 97\textsuperscript{\textit{1}} & \textbf{user}, N = 78\textsuperscript{\textit{1}} & \textbf{p-value}\textsuperscript{\textit{2}} \\ 
 \midrule
 All Brazilian Health Ministry-mapped individuals &  &  & <0.001 \\ 
-    Covid onset on or after 7 July 2020 & 59 (60\%) & 75 (94\%) &  \\ 
-    Covid onset before 7 July 2020 & 39 (40\%) & 5 (6.3\%) &  \\ 
+    Covid onset on or after 7 July 2020 & 58 (60\%) & 72 (92\%) &  \\ 
+    Covid onset before 7 July 2020 & 39 (40\%) & 6 (7.7\%) &  \\ 
 \bottomrule
 \end{longtable}
 \begin{minipage}{\linewidth}
diff --git a/results/early_infections_deaths.tex b/results/early_infections_deaths.tex
index 61e0bf9..876c0de 100644
--- a/results/early_infections_deaths.tex
+++ b/results/early_infections_deaths.tex
@@ -12,8 +12,8 @@
 \multicolumn{4}{l}{Dead} \\ 
 \midrule
  &  &  & <0.001 \\ 
-    Covid onset on or after 7 July 2020 & 46 (60\%) & 56 (97\%) &  \\ 
-    Covid onset before 7 July 2020 & 31 (40\%) & 2 (3.4\%) &  \\ 
+    Covid onset on or after 7 July 2020 & 45 (59\%) & 53 (95\%) &  \\ 
+    Covid onset before 7 July 2020 & 31 (41\%) & 3 (5.4\%) &  \\ 
 \bottomrule
 \end{longtable}
 \begin{minipage}{\linewidth}
diff --git a/results/figure_s1.pdf b/results/figure_s1.pdf
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diff --git a/results/kerr_sus_match.tsv b/results/kerr_sus_match.tsv
new file mode 100644
index 0000000..8303ef3
--- /dev/null
+++ b/results/kerr_sus_match.tsv
@@ -0,0 +1,176 @@
+date_notified	SEM_NOT	date_onset	SEM_PRI	SG_UF_NOT	ID_REGIONA	CO_REGIONA	ID_MUNICIP	CO_MUN_NOT	ID_UNIDADE	CO_UNI_NOT	sex	date_birth	NU_IDADE_N	TP_IDADE	COD_IDADE	CS_GESTANT	CS_ESCOL_N	ID_PAIS	CO_PAIS	SG_UF	ID_RG_RESI	CO_RG_RESI	ID_MN_RESI	CO_MUN_RES	CS_ZONA	SURTO_SG	NOSOCOMIAL	AVE_SUINO	FEBRE	TOSSE	GARGANTA	DISPNEIA	DESC_RESP	SATURACAO	DIARREIA	VOMITO	OUTRO_SIN	OUTRO_DES	PUERPERA	FATOR_RISC	CARDIOPATI	HEMATOLOGI	SIND_DOWN	HEPATICA	ASMA	NEUROLOGIC	PNEUMOPATI	IMUNODEPRE	RENAL	OBESIDADE	OBES_IMC	OUT_MORBI	MORB_DESC	VACINA	DT_UT_DOSE	MAE_VAC	DT_VAC_MAE	M_AMAMENTA	DT_DOSEUNI	DT_1_DOSE	DT_2_DOSE	ANTIVIRAL	TP_ANTIVIR	OUT_ANTIV	DT_ANTIVIR	date_hospitalised	SG_UF_INTE	ID_RG_INTE	CO_RG_INTE	ID_MN_INTE	CO_MU_INTE	UTI	DT_ENTUTI	DT_SAIDUTI	SUPORT_VEN	RAIOX_RES	RAIOX_OUT	DT_RAIOX	AMOSTRA	DT_COLETA	TP_AMOSTRA	OUT_AMOST	PCR_RESUL	DT_PCR	POS_PCRFLU	TP_FLU_PCR	PCR_FLUASU	FLUASU_OUT	PCR_FLUBLI	FLUBLI_OUT	POS_PCROUT	PCR_VSR	PCR_PARA1	PCR_PARA2	PCR_PARA3	PCR_PARA4	PCR_ADENO	PCR_METAP	PCR_BOCA	PCR_RINO	PCR_OUTRO	DS_PCR_OUT	CLASSI_FIN	CLASSI_OUT	CRITERIO	EVOLUCAO	date_death	DT_ENCERRA	DT_DIGITA	HISTO_VGM	PAIS_VGM	CO_PS_VGM	LO_PS_VGM	DT_VGM	DT_RT_VGM	PCR_SARS2	PAC_COCBO	PAC_DSCBO	OUT_ANIM	DOR_ABD	FADIGA	PERD_OLFT	PERD_PALA	TOMO_RES	TOMO_OUT	DT_TOMO	TP_TES_AN	DT_RES_AN	RES_AN	POS_AN_FLU	TP_FLU_AN	POS_AN_OUT	AN_SARS2	AN_VSR	AN_PARA1	AN_PARA2	AN_PARA3	AN_ADENO	AN_OUTRO	DS_AN_OUT	TP_AM_SOR	SOR_OUT	DT_CO_SOR	TP_SOR	OUT_SOR	DT_RES	RES_IGG	RES_IGM	RES_IGA	death	id	race	type_2_diabetes	asthma	copd_chronic_obstructive_pulmonary_disease	other_respiratory_diseases	cardiovascular_diseases	hypertension	cancer	smoking	stroke	hystory_of_mi_myocardial_infarction	hospitalised	age	n_matches	exposure	early
+2020-11-10	46	2020-11-10	46	SC	ITAJAI	1550	ITAJAI	420820	SECRETARIA MUNICIPAL DE SAUDE DE ITAJAI	6539858	M	1945-02-22	75	3	3075	6	NA	BRASIL	1	SC	ITAJAI	1550	ITAJAI	420820	1	2	2	2	2	2	2	1	1	2	2	2	2	NA	2	S	1	2	2	2	2	2	2	2	2	2	NA	1	HAS	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2020-11-10	SC	ITAJAI	1550	ITAJAI	420820	NA	NA	NA	NA	NA	NA	NA	1	2020-11-11	1	NA	1	2020-11-11	2	NA	NA	NA	NA	NA	1	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	5	NA	1	2	2020-11-22	2020-11-23	2020-11-23	2	NA	NA	NA	NA	NA	1	NA	NA	NA	1	2	2	2	NA	NA	NA	NA	NA	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	6516939	Branca	FALSE	0	0	0	0	0	0	0	0	0	FALSE	75.8027397260274	1	user	false
+2020-11-14	46	2020-11-10	46	SC	ITAJAI	1550	ITAJAI	420820	SECRETARIA MUNICIPAL DE SAUDE DE ITAJAI	6539858	F	1925-08-06	95	3	3095	5	NA	BRASIL	1	SC	ITAJAI	1550	ITAJAI	420820	1	2	2	2	2	2	2	1	1	2	2	2	2	NA	2	S	1	2	2	2	2	2	2	2	2	2	NA	2	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	2020-11-14	SC	ITAJAI	1550	ITAJAI	420820	NA	NA	NA	NA	NA	NA	NA	1	2020-11-16	1	NA	1	2020-11-16	2	NA	NA	NA	NA	NA	1	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	5	NA	1	2	2020-11-21	2020-11-22	2020-11-22	2	NA	NA	NA	NA	NA	1	NA	NA	NA	2	2	2	2	NA	NA	NA	NA	NA	5	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	TRUE	5693500	Branca	TRUE	0	0	0	0	1	0	0	0	0	FALSE	95.358904109589	1	non-user	false
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diff --git a/results/reguser_protection-sim2.pdf b/results/reguser_protection-sim2.pdf
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diff --git a/src/compare_sus_kerr.R b/src/compare_sus_kerr.R
index c9f2aa3..a7696e2 100755
--- a/src/compare_sus_kerr.R
+++ b/src/compare_sus_kerr.R
@@ -8,8 +8,10 @@
 ## written by Robin Mills
 ## Revised by Greg Tucker-Kellogg
 
+suppressPackageStartupMessages({
 library(here) # independent of Rstudio, sets here() to the git root
 library(tidyverse)
+library(janitor)
 library(readr)
 library(readxl)
 library(gt)
@@ -22,15 +24,16 @@ source(here("src/data/global_params.R"), local = TRUE)
 source(here("src/data/keep_results.R"), local = TRUE)
 library(gtsummary)
 library(patchwork)
-
+options(dplyr.summarise.inform = FALSE)
+})
 source(here("src/import-and-impute", "INFLUD20.R"), local = TRUE)
 source(here("src", "import-and-impute", "kerr_early_infection_match.R"), local = TRUE)
 source(here("src/import-and-impute/simulated_enrolment.R"))
 
 write_tsv(kerr_early_infection_tbl,file=here("results/kerr_sus_match.tsv"))
   
+message("Comparing in 2nd half 2020")
 
-message("2020 2H")
 onset_in_2h <- citywide_infected |>
     filter(ID_MN_RESI=="ITAJAI", ID_RG_RESI=="ITAJAI") |>
     filter(date_birth <= paper$start - years(18)) |>
@@ -47,7 +50,8 @@ deaths_in_2h <- citywide_infected |>
 results[['deaths_2H_2020']] <- sum(deaths_in_2h$death)
 results[['hosp_2H_2020']] <- sum(deaths_in_2h$hospitalised)
 
-message("study period")
+message("Comparing in study period")
+
 onset_in_period <- citywide_infected |>
     filter(ID_MN_RESI=="ITAJAI", ID_RG_RESI=="ITAJAI") |>
     filter(date_birth <= paper$start - years(18)) |>
@@ -60,7 +64,6 @@ hospitalised_in_period <- citywide_infected |>
     filter(ID_MN_RESI=="ITAJAI", ID_RG_RESI=="ITAJAI") |>
     filter(date_birth <= paper$start - years(18)) |>
     filter(hospitalised,date_hospitalised %within% paper$study_period)
-
 deaths_in_period <- citywide_infected |>
     filter(ID_MN_RESI=="ITAJAI", ID_RG_RESI=="ITAJAI") |>
     filter(date_birth <= paper$start - years(18)) |>
@@ -72,7 +75,6 @@ results[['hosp_after_onset_in_study_period']] <- sum(onset_in_period$hospitalise
 results[['deaths_in_study_period']] <- nrow(deaths_in_period)
 results[['hosp_in_study_period']] <- nrow(hospitalised_in_period)
 
-
 missed_deaths <-
     anti_join(onset_in_period,kerr_early_infection_tbl,by=c('date_birth', 'sex', 'death')) |>
     filter(death)
@@ -158,7 +160,7 @@ matched_p <- kerr_early_infection_tbl |>
     ggplot(aes(x = date)) +
     study_rect +
     ylab("count") + xlab("Event date") + 
-    geom_histogram(binwidth = 2) + scale_fill_hc() +
+    geom_histogram(binwidth = 2,na.rm=TRUE) + scale_fill_hc() +
     facet_wrap(fct_rev(event) ~ .,nrow=3,scales='free_y',strip.position='right',dir='h') +
     scale_y_continuous(breaks= pretty_breaks()) +
     cowplot::theme_half_open() + 
@@ -179,7 +181,7 @@ fig_s1 <- missed_deaths |>
     study_rect +
     annotate("text", x = as.Date("2020-09-19"), y = 12, label = "KC22 study period") +    
     ylab("count") + xlab("Event date") +
-    geom_histogram(binwidth = 2) + scale_fill_hc() +
+    geom_histogram(binwidth = 2,na.rm=TRUE) + scale_fill_hc() +
     facet_wrap(event ~ .,nrow=3,scales='free_y',strip.position='left') +
     scale_y_continuous(breaks= pretty_breaks()) +
     cowplot::theme_half_open() +
@@ -203,7 +205,7 @@ citywide_p <- citywide_infected |>
     annotate("text", x = as.Date("2020-09-19"), y = 36, label = "KC22 study period") +
     xlab("Symptom onset date") +
     ylab("count") +
-    geom_histogram(binwidth = 2, alpha = 0.6, fill = .colors[1]) +
+    geom_histogram(binwidth = 2, na.rm=TRUE,alpha = 0.6, fill = .colors[1]) +
     common_xlim +
     ggtitle("Symptom onset date for Itajaí cases leading to hospitalisation or death (DATASUS)") +
     cowplot::theme_half_open()
diff --git a/src/data/keep_results.R b/src/data/keep_results.R
index 87704b9..d54597d 100644
--- a/src/data/keep_results.R
+++ b/src/data/keep_results.R
@@ -1,6 +1,6 @@
 library(here)
 
-.resultsfile <- here("results/results.RData")
+.resultsfile <- here::here("results/results.RData")
 
 if (!exists('results')) {
     results <- tryCatch({
@@ -26,6 +26,6 @@ if (!exists('results')) {
 }
 
 .Last <- function() {
-    source(here("src/data/pgfkeys_params.R"),local=TRUE)
-
+    library(here)
+    source(here::here("src/data/pgfkeys_params.R"),local=TRUE)
 }
diff --git a/src/data/pgfkeys_params.R b/src/data/pgfkeys_params.R
index 79b6718..7e2e430 100755
--- a/src/data/pgfkeys_params.R
+++ b/src/data/pgfkeys_params.R
@@ -6,16 +6,15 @@ local({
     library(purrr)
     library(here)
     library(stringr)
-    source(here("src/data/global_params.R"), local = TRUE)
+    source(here::here("src/data/global_params.R"), local = TRUE)
 
-    keysfile <- here("results","keys.tex")
+    keysfile <- here::here("results","keys.tex")
     invisible(suppressWarnings(file.remove(keysfile)))
     keysfile <- file(keysfile,"w")
 
     cat(
         map_chr(sort(names(as.list(paper))),
                 function(name) {
-                    print(name)
                     sprintf("\\pgfkeyssetvalue{/KC22/%s}{%s}\n",name,paper[[name]])
         }
         ),
@@ -24,11 +23,14 @@ local({
     cat(c(sprintf("\\pgfkeyssetvalue{/model/%s}{%s}\n","high_stop",min(model$p_inf_stop)),
           sprintf("\\pgfkeyssetvalue{/model/%s}{%s}\n","low_stop",max(model$p_inf_stop))),
         file=keysfile)
+
+    if (!exists('results')) {
+        result=list() 
+    }
     
     cat(
         map_chr(sort(names(as.list(results))),
                 function(name) {
-                    print(name)
                     val = results[[name]]
                     sprintf("\\pgfkeyssetvalue{/results/%s}{%s}\n",name,val)
         }
diff --git a/src/import-and-impute/INFLUD20.R b/src/import-and-impute/INFLUD20.R
index 4fa26be..a76d27e 100644
--- a/src/import-and-impute/INFLUD20.R
+++ b/src/import-and-impute/INFLUD20.R
@@ -81,15 +81,18 @@ if (!exists("citywide_infected")) {
         
         ## For non-residents who joined the program, we also include ID_MUNICIP and IT_MN_INTE, assuming that
         ## they would have been recorded through the local hospitals or reported by the city itself.
-        
+
         citywide_infected <-
             dat_all |>
             filter(PCR_SARS2 == 1 | CLASSI_FIN==5) |>
             filter(date_onset >= as.Date("2020-01-01"),date_onset <= as.Date("2020-12-31")) |>
             filter(if_all(c("ID_RG_RESI","ID_MN_RESI"), ~ . == "ITAJAI") |    # True city residents
-                   if_any(c("ID_MUNICIP","ID_MN_INTE"),~ . == "ITAJAI")) # Reported through city
+                   if_any(c("ID_MUNICIP","ID_MN_INTE"),~ . == "ITAJAI")) |> # Reported through city
+            ## No use retaining a hospitalised one for a
+            ## match if we can't get the date of hospitalisation            
+            filter(!(hospitalised & is.na(date_hospitalised)))
 
-                   citywide_infected
+        citywide_infected
 
     })
 }
diff --git a/src/import-and-impute/kerr_early_infection_match.R b/src/import-and-impute/kerr_early_infection_match.R
index e21f265..ed5ba5a 100644
--- a/src/import-and-impute/kerr_early_infection_match.R
+++ b/src/import-and-impute/kerr_early_infection_match.R
@@ -40,7 +40,7 @@ kerr_early_infection_tbl <- local({
 
     match_death_universe <- 
         citywide_infected |>
-        filter(death) |> select(-hospitalised)
+        filter(death) |> select(-hospitalised,-race,-type_2_diabetes)
 
     message(sprintf("There are %d records to consider for matching deaths between KC22 and DATASUS",nrow(match_death_universe)))
     results[['match_death_universe']] = nrow(match_death_universe)
@@ -50,8 +50,7 @@ kerr_early_infection_tbl <- local({
                    multiple = "all") |>
         filter(date_onset <= paper$end) |>
         arrange(desc(date_onset)) |>
-        mutate(hospitalised=ifelse(is.na(date_hospitalised),hospitalised,TRUE)) |>
-        group_by(date_birth, sex, hospitalised, death) |>
+        group_by(date_birth, sex, death) |>
         mutate(n_matches = n()) |>
         filter(row_number() == 1) |>
         ungroup() |>
@@ -65,7 +64,7 @@ kerr_early_infection_tbl <- local({
     
     match_hosp_universe <- 
         citywide_infected |>
-        filter(hospitalised,!death) |> select(-death)
+        filter(hospitalised,!death) |> select(-death,-race,-type_2_diabetes)
 
     message(sprintf("There are %d records to consider for matching hospitalised survivors between KC22 and DATASUS",nrow(match_hosp_universe)))
     results[['match_hosp_universe']] = nrow(match_hosp_universe)
@@ -77,6 +76,7 @@ kerr_early_infection_tbl <- local({
         filter(date_onset <= paper$end) |>
         arrange(desc(date_onset)) |>
         group_by(date_birth, sex, hospitalised, death) |>
+        group_by(date_birth, sex, death) |>
         mutate(n_matches = n()) |>
         filter(row_number() == 1) |>
         ungroup() |>
diff --git a/src/main_and_supplemental_tables.R b/src/main_and_supplemental_tables.R
index 57635db..2943c21 100755
--- a/src/main_and_supplemental_tables.R
+++ b/src/main_and_supplemental_tables.R
@@ -110,7 +110,7 @@ overview_gt <- function(outcome_df) {
 }
 
 
-overview_gt_to_latex <- function(gt_obj, model_name, probabilistic, infected_only) {
+overview_gt_to_latex <- function(gt_obj, model_name, probabilistic, infected_only,label) {
     caption <- sprintf(
         "\\caption{%s %s %s}",
         sprintf("%s model with %s stop on infection.", model_name, ifelse(probabilistic, "probabilistic", "uniform")),
@@ -136,7 +136,7 @@ overview_gt_to_latex <- function(gt_obj, model_name, probabilistic, infected_onl
             fixed("\\begin{tabulary}{l|rrrrrrrr}"),
             "\n\n\\begin{table}[h!tb]\n\\footnotesize\n\\begin{tabulary}{\\linewidth}{lRrrRRrrR}"
         ) |>
-        paste0(sprintf("%s\n\\end{table}\n\n", caption), collapse = "\n")
+        paste0(sprintf("%s\n%s\n\\end{table}\n\n", caption,glue("\\label{{tab:{label}}}")), collapse = "\n")
 }
 
 
@@ -215,7 +215,8 @@ supplemental_tables <- c(supplemental_tables,
                                      cols_hide(columns=matches("corrected")) |>
                                      overview_gt_to_latex(l$name,
                                                           probabilistic = l$stopping == "probabilistic",
-                                                          infected_only = l$subset == "infected")
+                                                          infected_only = l$subset == "infected",
+                                                          label=l$name)
                              }))
 
 
@@ -224,8 +225,10 @@ cat(as.character(supplemental_tables), file = here("results/supplementary.tex"))
 
 
 table4 <- overview_gt(overview_dfs[["sim3-all-probabilistic"]])
-
-cat(as.character(overview_gt_to_latex(table4,"i-KC22", probabilistic=TRUE, infected_only=FALSE)),
+cat(as.character(overview_gt_to_latex(table4,"i-KC22",
+                                      probabilistic=TRUE,
+                                      infected_only=FALSE,
+                                      label="main_results")),
     file=here("results/table4.tex"))
 
    
diff --git a/src/main_simulations.R b/src/main_simulations.R
index ec9ceaa..b36519a 100755
--- a/src/main_simulations.R
+++ b/src/main_simulations.R
@@ -18,7 +18,6 @@ gc <- function() {
 iterations <- 1000
 
 models <- c("sim1", "sim2", "sim3")
-models <- c("sim3")
 
 for (model_name in models) {
     print(tic(glue("{model_name}: ({iterations} times)"),quiet=FALSE))
diff --git a/src/simulation_models.R b/src/simulation_models.R
index e5579b8..e28afc6 100755
--- a/src/simulation_models.R
+++ b/src/simulation_models.R
@@ -102,9 +102,10 @@ sim3_model <- local({
                date_onset = paper$start+days)
 
     ## now predict using a loess smoother
-    mapped$pred <- predict(loess(n ~ days,mapped,span=0.2,degree=0),model=TRUE); plot(mapped$pred)
+    mapped$pred <- predict(loess(n ~ days,mapped,span=0.1,degree=0),model=TRUE);
+    plot(mapped$date_onset,mapped$pred)
     mapped$.weights <- (mapped$pred - min(mapped$pred))/(max(mapped$pred) - min(mapped$pred))
-
+    #plot(mapped$date_onset,mapped$.weights)
     overall_imputed <- imputed_infections |> restrict_dates()
     mapped_imputed <- mapped |> 
         slice_sample(n=nrow(imputed_infections),replace=TRUE,weight_by=.weights) |>