From df45cb170075ed3c3b4d957b70b94a75c9eae596 Mon Sep 17 00:00:00 2001 From: "Daniel J. McDonald" Date: Sun, 31 Oct 2021 11:58:16 -0700 Subject: [PATCH] Proofreading done. Revision 2 complete. --- forecast/code/figures/compare-to-hub.R | 2 +- forecast/paper/fig/ccf-dv-finalized-1.pdf | Bin 7096 -> 7096 bytes forecast/paper/fig/compare-states-to-hub.pdf | Bin 22765 -> 22872 bytes forecast/paper/fig/cor-wis-ratio-1.pdf | Bin 7759 -> 7759 bytes forecast/paper/fig/cumulative-mean-1.pdf | Bin 15037 -> 15037 bytes forecast/paper/fig/diff-in-lead-lag-1.pdf | Bin 5544 -> 5544 bytes .../fig/hotspots-upswing-downswing-1.pdf | Bin 6045 -> 6045 bytes forecast/paper/fig/lagging-only-1.pdf | Bin 5644 -> 5644 bytes forecast/paper/fig/leading-only-1.pdf | Bin 5553 -> 5553 bytes forecast/paper/fig/sign-test-1.pdf | Bin 7865 -> 7865 bytes forecast/paper/fig/upswing-summary-1.pdf | Bin 5591 -> 5591 bytes .../paper/fig/upswing-summary-remake-1.pdf | Bin 5642 -> 5642 bytes forecast/paper/supplement.Rmd | 14 +++++----- forecast/paper/supplement.pdf | Bin 660589 -> 659891 bytes forecast/paper/supplement.tex | 24 ++++++++---------- 15 files changed, 19 insertions(+), 21 deletions(-) diff --git a/forecast/code/figures/compare-to-hub.R b/forecast/code/figures/compare-to-hub.R index 954b6ec..7103cb0 100644 --- a/forecast/code/figures/compare-to-hub.R +++ b/forecast/code/figures/compare-to-hub.R @@ -123,7 +123,7 @@ ggplot(all_time_performance %>% filter(source == "ours"), geom_line(aes(ahead, value, color = forecaster)) + geom_point(aes(ahead, value, color = forecaster)) + scale_color_manual(values = c(fcast_colors, "Ensemble" = "lightblue"), - guide = guide_legend(nrow = 1)) + + guide = guide_legend(nrow = 2)) + ylab("WIS (relative to baseline)") + geom_hline(yintercept = 1, linetype = "dashed") + xlab("Days ahead") + diff --git a/forecast/paper/fig/ccf-dv-finalized-1.pdf b/forecast/paper/fig/ccf-dv-finalized-1.pdf index 86c39af62874ca0ed767f93c272950a6d41a31dd..3a15b7f52d967bb6e9359924b2589061cfe9e72d 100644 GIT binary patch delta 121 zcmdmCzQcS2GY_kwshOeS4j$lTOU!G@5M$#bQp0R$Hu>;M1& delta 121 zcmdmCzQcS2GY_kQiIIur6Y%0 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diff --git a/forecast/paper/fig/hotspots-upswing-downswing-1.pdf b/forecast/paper/fig/hotspots-upswing-downswing-1.pdf index 992c7c425858cfd361c7b44e350b4b9da8afd958..87c9a5e711eddfceab681e4ee0bbcb7bdec38547 100644 GIT binary patch delta 144 zcmbQMKUaUl3wBmRQ$thJ$#2=kA*{`u91grtK|fJBs9>S!ImS3+V{i%KerQq#Ch&5SI$R8?L5-M9cx C!XtkG delta 144 zcmbQMKUaUl3wBlm69Yrb$#2=kA*{`u91gr7rjfy9KT$adYjdIKImS3Q14Bb27c&=E zV`mpLQ)5#LXGcRLCre91b5kHPv9MFHA*du)!Oo7WxFoTtq@pM_jmy-`$dXG{)z#mP F3jj#DBUu0d diff --git a/forecast/paper/fig/lagging-only-1.pdf b/forecast/paper/fig/lagging-only-1.pdf index 24a1c800be84518229f9bfbe93aa8f3ad5a4432b..7f8b93833dc2c1fee5c9c19252e93f6716b045bc 100644 GIT binary patch delta 138 zcmeCt>CxE`&ZcN+YGh!f$))d`pW>2OlB%HLVg(d1G&C?aGz80Su3&TEWd$=Q?-iDV zur@ysKF{dnWMFLIXkch!=wxB&Vq|1#ZtUpjW@hAUVQl7Vfis(g0uX BA}#;` delta 138 zcmeCt>CxE`&ZcN!Vq|Kd$))d`pW>2OlB%HLVr67tWN2t$48$P0%@u48ysTj6i%KerQq#Ch4UNsY KR8?L5-M9dyq$At_ delta 151 zcmdm}y-|C^A68Za6C)$@$&75`5Y}c{HV0lFu%NDixw?UYI+9$g@HxgfOA|9UQv+jj zOIJrnOG5)gS4$Ho17jBxM-wL#V;5sHI|UnpN@5l4?6`_c5{pVIic-_KObw0Axl~nM H{oS|#r=ugv diff --git a/forecast/paper/fig/sign-test-1.pdf b/forecast/paper/fig/sign-test-1.pdf index 069ac3956dbfb871ccdfab10eca2d7fe24c173ac..56c8e377d3beafbc08fe732193d2d96cc803259d 100644 GIT binary patch delta 139 zcmdmKyVG`q9iO71siBFbCYQc%eu_(CNveW|idx($UG>%)r#y)WzJu%-O`v#7@D6kdn#s=bMWDVaP^P8tAk C93hYZ diff --git a/forecast/paper/fig/upswing-summary-1.pdf b/forecast/paper/fig/upswing-summary-1.pdf index 0b38a3ebb7dc9afafed3aa1fa07bea5a9b03a300..96ba57ec900ab6fba2ce8d4f55a318b58d8c4a96 100644 GIT binary patch delta 121 zcmcbveO-Hl5*w?bsiCRS90{|?j9UK4v delta 121 zcmcbveO-Hl5*w?5iGiWX90{}%y9jX8T diff --git a/forecast/paper/fig/upswing-summary-remake-1.pdf b/forecast/paper/fig/upswing-summary-remake-1.pdf index fcbea06ac86adcf12832085ae37c853de1a9fca6..07f0fe06855885d7986d0b3d7e15dbe6d52ee1a4 100644 GIT binary patch delta 139 zcmeCu>C)K{%BE;&YHDJs$))d`pW>2OlB%HLVr67tWN2t$Y-k9U+g!%xz{?6|PTnmn z2Vrf#Cwz|4+0Des)Y8e>*vZ++#L?8%$kN%x)Y;P6z|GLm$->Cg*iONQkdn#oMWq3- Cx+4_; delta 139 zcmeCu>C)K{%BE;wVqk2h$))d`pW>2OlB%HLVr67tWN2t$48$P0&1Gy3ysTj6 -```{r compare-to-hub, fig.cap="Forecast performance for AR and indicator models, each retrained at the state level, compared to models submitted to the COVID-19 Forecast Hub over the same period. The thin grey lines are individual models from the Hub; the blue line is the Hub ensemble model. (To align prediction dates as best as possible, we look at the AR and indicator model forecasts for 5, 12, 19, and 26 days ahead; this roughly corresponds to 1, 2, 3, and 4 weeks ahead, respectively, since in the Hub, models typically submit forecasts on a Tuesday for the epiweeks aligned to end on each of the following 4 Saturdays.)"} +```{r compare-to-hub, fig.cap="Forecast performance for AR and indicator models, each retrained at the state level, compared to models submitted to the COVID-19 Forecast Hub over the same period. The thin grey lines are individual models from the Hub; the light blue line is the Hub ensemble model. To align prediction dates as best as possible, we look at the AR and indicator model forecasts for 5, 12, 19, and 26 days ahead; this roughly corresponds to 1, 2, 3, and 4 weeks ahead, respectively, since in the Hub, models typically submit forecasts on a Tuesday for the epiweeks aligned to end on each of the following 4 Saturdays."} knitr::include_graphics("fig/compare-states-to-hub.pdf") ``` @@ -220,7 +220,7 @@ knitr::include_graphics("fig/compare-states-to-hub.pdf") -```{r sign-test, fig.cap="P-values from a one-sided sign test for equality of forecast error distributions. Each P-value corresponds a forecast date. The alternative hypothesis is that the the AR model is better (median difference between the relative WIS of the AR model and an indicator model is negative)."} +```{r sign-test, fig.cap="P-values from a one-sided sign test for improved forecast performance of the indicator-assisted models. Each p-value corresponds to a forecast date. The alternative hypothesis is that the AR model is better (median difference between the relative WIS of the AR model and an indicator model is negative)."} fcast_colors2 <- fcast_colors[names(fcast_colors) != "AR"] st <- fcasts_honest %>% @@ -280,7 +280,7 @@ dms <- all_errs %>% kableExtra::kable( bind_rows(dms) %>% pivot_wider(names_from = forecaster, values_from = dm), - digits = 3, booktabs = TRUE, caption = "P-values from a one-sided Diebold-Mariano test for equality of forecast error distributions. The alternative hypothesis is that the AR model is better.") + digits = 3, booktabs = TRUE, caption = "P-values from a one-sided Diebold-Mariano test for improvemed forecast performance when adding the indicators. The alternative hypothesis is that the AR model is better.") ``` @@ -506,7 +506,7 @@ pct_chng_df <- comparison_df %>% abs(wis_ratio - 1), pct_change,method = "spearman"), .groups = "drop") ``` -```{r cor-wis-ratio, fig.cap="Histograms of the Spearman correlation between the ratio of forecaster WIS to AR WIS with the % change in case rates, relative to case rates 7 days earlier."} +```{r cor-wis-ratio, fig.cap="Histograms of the Spearman correlation between the ratio of forecaster WIS to AR WIS with the \\% change in case rates, relative to case rates 7 days earlier."} ggplot(pct_chng_df %>% group_by(forecaster) %>% mutate(median = median(cor_wisratio_pctchange)), @@ -539,7 +539,7 @@ up_down_df %>% \clearpage -```{r upswing-summary-remake, fig.cap="Percentage change in average WIS of the forecaster (AR or indicator assisted), relative to the baseline. All models perform poorly durning down periods, but the indicators help. During flat periods, the indicators improve slightly over the AR. During up periods, all forecasters do much better than the baseline, but only some do as well as AR."} +```{r upswing-summary-remake, fig.cap="Percentage change in average WIS of the forecaster (AR or indicator assisted), relative to the baseline. All models perform poorly during down periods, but the indicators help. During flat periods, the indicators improve slightly over the AR. During up periods, all forecasters do much better than the baseline, but only some do as well as AR."} up_down_df_summary <- inner_join( left_join( corr_df, @@ -657,7 +657,7 @@ df2 %>% legend.background = element_rect(fill = "transparent")) ``` -```{r ccf-dv-finalized, fig.cap="Illustration of the cross-correlation function between DV-CLI and cases. The left panel shows the standardized signals over the period from August 1 to September 28 (as of May 15, 2021). The right panel shows $\\CCF_{\\ell}(a)$ for different values of $a$ as vertical blue bars. The orange dashed lines indicate the 95\\% significance threshold. By our leadingness/laggingness metric, DV-CLI is leading (but not lagging) cases over this period."} +```{r ccf-dv-finalized, fig.cap="Illustration of the cross-correlation function between DV-CLI and cases. The left panel shows the standardized signals over the period from August 1 to September 28 (as of May 15, 2021). The right panel shows $\\CCF_{\\ell}(a)$ for different values of $a$ as vertical blue bars. The orange dashed line indicates the 95\\% significance threshold. By our leadingness/laggingness metric, DV-CLI is leading (but not lagging) cases over this period."} source(here("code", "figures", "ccf-dv-finalized.R")) gg ``` @@ -717,7 +717,7 @@ source(here("code", "figures", "trajectory.R")) -```{r cumulative-mean, fig.cap="Cumulative sum of WIS for each forecaster divided by the cumulative sum of WIS for the baseline model. The shaded background shows national case incidence for the 14-day ahead target. Hashes along the x-axis denote weeks." } +```{r cumulative-mean, fig.cap="Cumulative sum of WIS for each forecaster divided by the cumulative sum of WIS for the baseline model. The shaded background shows national case incidence for the 14-day ahead target. Hash marks along the x-axis denote weeks." } cumulatives <- fcasts_honest %>% group_by(forecaster, forecast_date) %>% summarise(mw = Mean(wis), diff --git a/forecast/paper/supplement.pdf b/forecast/paper/supplement.pdf index eeb228bfcd3cc201f2cf729d8fe57f865aacb9ce..18dafe193adbfdac813cbfc2411694c3ea7d7130 100644 GIT binary patch delta 97772 zcmYhhb8uzR^2eK#Ol(Z7iH#H6PA0Y{w#^evl8J5Gwr$(C?PT)ickiwD-md+}uGOpi z+q-L5*JrQl%Mz;ke5#sFa8N0__YgRioP>1&aC#gH*buU!p1P9vBeWzuY)8mowb9FG4s?#-Mf7W}oePUN-4|+GYBEOSSZKym(A48SV5!oRGVV;7zJT%%IlMdXmMPuTAs@ z-`VZ0e%bi5;bR|7j>V;~3cRl`n?{^7Owi2({MSs^^H<35m;i6$!pslM6OGhU`KCRnWX#u^{tlhBy_JU^hLSIvjTcU|% z16qFHHc@|VLv&HI4HjwL2IW<0!#5M1RqAtL5WJmz8pv+~eq~AHYEdGGSPaP5|2Qim zDs$vPVtLY-GxqN6x~xI($vHQ`2ZY{!fVY_q{=QEA#j)1o(M#~gzpwfE&{567mS>=T ziS%Aq4sx{W41}A=pCeRbB^jI{`N`+%0=m!LQ0+p>jJPFEfL`&pTvqkb|N6BXewe;= zSw1M(Sz11nSK2S?C7gD-BBQS9jWFbleu`?Q8+}P=+BVFM9`JB_*{MR};bsNaVU>gD z7vkVVPcQT_>7sQo(Hu-_!aPQghqO?IkDtOxH$loUtSm>lMqnmES-{sysHI>90U9rD 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b/forecast/paper/supplement.tex @@ -100,7 +100,7 @@ } -\caption{Forecast performance for AR and indicator models, each retrained at the state level, compared to models submitted to the COVID-19 Forecast Hub over the same period. The thin grey lines are individual models from the Hub; the blue line is the Hub ensemble model. (To align prediction dates as best as possible, we look at the AR and indicator model forecasts for 5, 12, 19, and 26 days ahead; this roughly corresponds to 1, 2, 3, and 4 weeks ahead, respectively, since in the Hub, models typically submit forecasts on a Tuesday for the epiweeks aligned to end on each of the following 4 Saturdays.)}\label{fig:compare-to-hub} +\caption{Forecast performance for AR and indicator models, each retrained at the state level, compared to models submitted to the COVID-19 Forecast Hub over the same period. The thin grey lines are individual models from the Hub; the light blue line is the Hub ensemble model. To align prediction dates as best as possible, we look at the AR and indicator model forecasts for 5, 12, 19, and 26 days ahead; this roughly corresponds to 1, 2, 3, and 4 weeks ahead, respectively, since in the Hub, models typically submit forecasts on a Tuesday for the epiweeks aligned to end on each of the following 4 Saturdays.}\label{fig:compare-to-hub} \end{figure} \clearpage @@ -111,12 +111,12 @@ } -\caption{P-values from a one-sided sign test for equality of forecast error distributions. Each P-value corresponds a forecast date. The alternative hypothesis is that the the AR model is better (median difference between the relative WIS of the AR model and an indicator model is negative).}\label{fig:sign-test} +\caption{P-values from a one-sided sign test for improved forecast performance of the indicator-assisted models. Each p-value corresponds to a forecast date. The alternative hypothesis is that the AR model is better (median difference between the relative WIS of the AR model and an indicator model is negative).}\label{fig:sign-test} \end{figure} \begin{table} -\caption{\label{tab:dm-test}P-values from a one-sided Diebold-Mariano test for equality of forecast error distributions. The alternative hypothesis is that the AR model is better.} +\caption{\label{tab:dm-test}P-values from a one-sided Diebold-Mariano test for improvemed forecast performance when adding the indicators. The alternative hypothesis is that the AR model is better.} \centering \begin{tabular}[t]{lrrrrr} \toprule @@ -181,16 +181,14 @@ \caption{Percentage change in classification error and log likelihood, relative that of the AR model, separated into up, down, and flat periods. Like the analogous forecasting analysis, the indicator models generally do better during down and flat periods.}\label{fig:hotspots-upswing-downswing} \end{figure} -\textbackslash begin\{figure\} +\begin{figure} -\{\centering \includegraphics[width=\textwidth]{fig/cor-wis-ratio-1} +{\centering \includegraphics[width=\textwidth]{fig/cor-wis-ratio-1} -\} +} -\textbackslash caption\{Histograms of the Spearman correlation between -the ratio of forecaster WIS to AR WIS with the \% change in case rates, -relative to case rates 7 days earlier.\}\label{fig:cor-wis-ratio} -\textbackslash end\{figure\} +\caption{Histograms of the Spearman correlation between the ratio of forecaster WIS to AR WIS with the \% change in case rates, relative to case rates 7 days earlier.}\label{fig:cor-wis-ratio} +\end{figure} \clearpage @@ -211,7 +209,7 @@ } -\caption{Percentage change in average WIS of the forecaster (AR or indicator assisted), relative to the baseline. All models perform poorly durning down periods, but the indicators help. During flat periods, the indicators improve slightly over the AR. During up periods, all forecasters do much better than the baseline, but only some do as well as AR.}\label{fig:upswing-summary-remake} +\caption{Percentage change in average WIS of the forecaster (AR or indicator assisted), relative to the baseline. All models perform poorly during down periods, but the indicators help. During flat periods, the indicators improve slightly over the AR. During up periods, all forecasters do much better than the baseline, but only some do as well as AR.}\label{fig:upswing-summary-remake} \end{figure} \clearpage @@ -222,7 +220,7 @@ } -\caption{Illustration of the cross-correlation function between DV-CLI and cases. The left panel shows the standardized signals over the period from August 1 to September 28 (as of May 15, 2021). The right panel shows $\CCF_{\ell}(a)$ for different values of $a$ as vertical blue bars. The orange dashed lines indicate the 95\% significance threshold. By our leadingness/laggingness metric, DV-CLI is leading (but not lagging) cases over this period.}\label{fig:ccf-dv-finalized} +\caption{Illustration of the cross-correlation function between DV-CLI and cases. The left panel shows the standardized signals over the period from August 1 to September 28 (as of May 15, 2021). The right panel shows $\CCF_{\ell}(a)$ for different values of $a$ as vertical blue bars. The orange dashed line indicates the 95\% significance threshold. By our leadingness/laggingness metric, DV-CLI is leading (but not lagging) cases over this period.}\label{fig:ccf-dv-finalized} \end{figure} \clearpage @@ -257,7 +255,7 @@ } -\caption{Cumulative sum of WIS for each forecaster divided by the cumulative sum of WIS for the baseline model. The shaded background shows national case incidence for the 14-day ahead target. Hashes along the x-axis denote weeks.}\label{fig:cumulative-mean} +\caption{Cumulative sum of WIS for each forecaster divided by the cumulative sum of WIS for the baseline model. The shaded background shows national case incidence for the 14-day ahead target. Hash marks along the x-axis denote weeks.}\label{fig:cumulative-mean} \end{figure} \clearpage