From bb79c20114e49803d45a7bf0db8a7637646d432e Mon Sep 17 00:00:00 2001 From: n-delaney Date: Wed, 23 Aug 2023 17:18:49 -0400 Subject: [PATCH 01/36] add tobacco_replication files Rmd file and data for replication of Abadie et al. (2010) --- .Rbuildignore | 2 + .gitignore | 3 +- pkg.Rproj | 5 + tobacco_replication/data/restofus_38.dta | Bin 0 -> 4701 bytes tobacco_replication/data/restofus_50.dta | Bin 0 -> 3066 bytes .../data/smoking_wkdata_39.dta | Bin 0 -> 175008 bytes tobacco_replication/plots/synth_figure2.png | Bin 0 -> 29093 bytes tobacco_replication/plots/synth_figure3.png | Bin 0 -> 25844 bytes tobacco_replication/tobacco_replication.Rmd | 371 ++++ tobacco_replication/tobacco_replication.html | 1903 +++++++++++++++++ ...model_6a65f185f684d8a1bf6d30fde7478c85.rdb | Bin 0 -> 64358 bytes ...model_6a65f185f684d8a1bf6d30fde7478c85.rdx | Bin 0 -> 169 bytes .../tobacco_replication_cache/html/__packages | 11 + ...odels_b1c55d9234c591ebf538b0b46f10bfa0.rdb | Bin 0 -> 3262 bytes ...odels_b1c55d9234c591ebf538b0b46f10bfa0.rdx | Bin 0 -> 150 bytes ...synth_81f3cf19f8ca2d73ded94ebce61993e0.rdb | Bin 0 -> 113985 bytes ...synth_81f3cf19f8ca2d73ded94ebce61993e0.rdx | Bin 0 -> 162 bytes .../figure-html/Abadie Figure 2-1.png | Bin 0 -> 83856 bytes .../figure-html/Abadie Figure 3-1.png | Bin 0 -> 75588 bytes .../figure-html/Figures 6 and 7-1.png | Bin 0 -> 142818 bytes .../figure-html/Figures 6 and 7-2.png | Bin 0 -> 139076 bytes .../figure-html/Figures 6 and 7-3.png | Bin 0 -> 120404 bytes .../Format figures 2 comparison-1.png | Bin 0 -> 83856 bytes .../Format figures 2 comparison-2.png | Bin 0 -> 71126 bytes .../Format figures 3 comparison-1.png | Bin 0 -> 75588 bytes .../Format figures 3 comparison-2.png | Bin 0 -> 61557 bytes .../figure-html/Gap plot with average-1.png | Bin 0 -> 74789 bytes .../permutation without states-1.png | Bin 0 -> 130735 bytes .../plot augsynth kansas models-1.png | Bin 0 -> 163381 bytes .../figure-html/unnamed-chunk-4-1.png | Bin 0 -> 51746 bytes .../figure-html/unnamed-chunk-5-1.png | Bin 0 -> 104486 bytes 31 files changed, 2294 insertions(+), 1 deletion(-) create mode 100755 tobacco_replication/data/restofus_38.dta create mode 100755 tobacco_replication/data/restofus_50.dta create mode 100755 tobacco_replication/data/smoking_wkdata_39.dta create mode 100644 tobacco_replication/plots/synth_figure2.png create mode 100644 tobacco_replication/plots/synth_figure3.png create mode 100644 tobacco_replication/tobacco_replication.Rmd create mode 100644 tobacco_replication/tobacco_replication.html create mode 100644 tobacco_replication/tobacco_replication_cache/html/Synth dataprep and model_6a65f185f684d8a1bf6d30fde7478c85.rdb create mode 100644 tobacco_replication/tobacco_replication_cache/html/Synth dataprep and model_6a65f185f684d8a1bf6d30fde7478c85.rdx create mode 100644 tobacco_replication/tobacco_replication_cache/html/__packages create mode 100644 tobacco_replication/tobacco_replication_cache/html/plot augsynth kansas models_b1c55d9234c591ebf538b0b46f10bfa0.rdb create mode 100644 tobacco_replication/tobacco_replication_cache/html/plot augsynth kansas models_b1c55d9234c591ebf538b0b46f10bfa0.rdx create mode 100644 tobacco_replication/tobacco_replication_cache/html/run tobacco model using augsynth_81f3cf19f8ca2d73ded94ebce61993e0.rdb create mode 100644 tobacco_replication/tobacco_replication_cache/html/run tobacco model using augsynth_81f3cf19f8ca2d73ded94ebce61993e0.rdx create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Abadie Figure 2-1.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Abadie Figure 3-1.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Figures 6 and 7-1.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Figures 6 and 7-2.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Figures 6 and 7-3.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Format figures 2 comparison-1.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Format figures 2 comparison-2.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Format figures 3 comparison-1.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Format figures 3 comparison-2.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Gap plot with average-1.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/permutation without states-1.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/plot augsynth kansas models-1.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/unnamed-chunk-4-1.png create mode 100644 tobacco_replication/tobacco_replication_files/figure-html/unnamed-chunk-5-1.png diff --git a/.Rbuildignore b/.Rbuildignore index 9c86736..224a30a 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -5,3 +5,5 @@ ^pkg.Rproj$ figure$ cache$ +^.*\.Rproj$ +^\.Rproj\.user$ diff --git a/.gitignore b/.gitignore index f53558f..af74ec9 100644 --- a/.gitignore +++ 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ggplot(f2_plot_df, aes(x = year, y = per_cap_cigs, linetype = treat_group)) + + geom_line() + + geom_vline(linetype = 'dotted', xintercept = 1988) + + scale_linetype_manual(values = c('solid', 'dashed'), + breaks = c("California", "Synthetic California")) + + scale_y_continuous(breaks = seq(0, 141, 20), limits = c(0, 140)) + + scale_x_continuous(breaks = seq(1970, 2005, 5), limits = c(1970, 2005)) + + labs(linetype = NULL, + title = 'Abadie et al. (2010), Figure 2', + y = 'per-capita cigarette sales (in packs)') + + annotate('text', y = 41, x = 1987.5, label = 'Passage of Proposition 99 \u2192', + hjust = 1, color = 'black', size = 3, family = "Times New Roman") + + annotate('text', y = 0, x = 1970, label = 'ND replication: Synth package', + hjust = 0, color = 'darkseagreen', size = 3) + + replication_theme + +path_plot + +ggsave(filename = here::here('./tobacco_replication/plots/synth_figure2.png'), + height = 4, width = 4.6, units = 'in', dpi = 100) +``` + +```{r Abadie Figure 3, echo=FALSE, include=FALSE, fig.height=4, fig.width=4.6} +gap <- dataprep.out$Y1plot - dataprep.out$Y0plot %*% synth.out$solution.w +year <- dataprep.out$tag$time.plot + +plot_df <- cbind(gap, year) %>% as_tibble() +colnames(plot_df) <- c('gap', 'year') + +gap_plot <- ggplot(plot_df, aes(x = year, y = gap)) + + geom_line() + + geom_vline(linetype = 'dotted', xintercept = 1988) + + geom_hline(linetype = 'dashed', yintercept = 0) + + scale_y_continuous(breaks = seq(-30, 30, 10), limits = c(-30, 30)) + + scale_x_continuous(breaks = seq(1970, 2005, 5), limits = c(1970, 2005)) + + labs(linetype = NULL, + title = 'Abadie et al. (2010), Figure 3', + y = 'gap in per-capita cigarette sales (in packs)') + + annotate('text', y = -25, x = 1987.5, label = 'Passage of Proposition 99 \u2192', + hjust = 1, color = 'black', size = 3, family = "Times New Roman") + + annotate('text', y = -30, x = 1970, label = 'ND replication: Synth package', + hjust = 0, color = 'darkseagreen', size = 3) + + replication_theme + +gap_plot + +ggsave(filename = here::here('./tobacco_replication/plots/synth_figure3.png'), + height = 4, width = 4.6, units = 'in', dpi = 100) +``` + +### Model setup + +We can now execute an `augsynth` model with or without inference. Inference options include those already included in the package (`conformal`, `jackknife`, `jackknife+`), but also `permutation` and `permutation_rstat` (RMSPE-adjusted permutation inference), which are calculated using placebo tests. + +All inference results (similar to those previously returned by `summmary.augsynth()` are stored in `augsynth$results` by default when `augsynth(..., inf = TRUE)`. + +```{r reformat tobacco data using tidyverse, echo=FALSE} +tobacco <- Wk.data %>% + mutate(treated = ifelse((name == 'California') & + (year > 1988), 1, 0), + state = name, # rename something meaningful + state_index = index) %>% + select(cigsalepcap, treated, state, year, retprice, xxincome, K1_r_15_24, xxbeer) + +tobacco_70 <- tobacco %>% filter(year >= 1970) # subset data to 1970 forward to avoid issues due to missingess of outcomes +``` + +```{r run tobacco model using augsynth, cache=TRUE} +# Basic SCM with covariates +syn <- augsynth(form = cigsalepcap ~ treated | retprice + xxincome + K1_r_15_24, + unit = state, + time = year, + data = tobacco_70) + +# Basic SCM with inference added during model execution +syn_rstat <- augsynth(form = cigsalepcap ~ treated | retprice + xxincome + K1_r_15_24, + unit = state, + time = year, + data = tobacco_70, + inf_type = 'permutation_rstat' # "conformal", "jackknife", "jackknife+", "permutation" + ) + +``` + +### Summmarizing results + +Calling `summary()` on an `augsynth` object can now accommodate an expanded range of inference types. + +**Question:** Currently, jackknife inference returns standard errors but not confidence intervals for the ATT estimate. Why is this? + +```{r plot augsynth kansas models, echo=FALSE, cache=TRUE, fig.width=8, fig.height=4.5} +all_results <- bind_rows(Conformal = summary(syn, inf_type = 'conformal')$att, + Jackknife = summary(syn, inf_type = 'jackknife')$att, + `Jackknife+` = summary(syn, inf_type = 'jackknife+')$att, + Permutation = summary(syn, inf_type = 'permutation')$att, + `Permutation (rstat)` = summary(syn, inf_type = 'permutation_rstat')$att, + .id = 'name') %>% + mutate(name = factor(name, + levels = c('Conformal', 'Jackknife', 'Jackknife+', "Permutation", "Permutation (rstat)"), + ordered = T)) + +ggplot(all_results, aes(x = Time, y = Estimate, color = name)) + + geom_hline(yintercept = 0, linetype = 'solid') + + geom_vline(xintercept = syn$t_int, linetype = 'dashed') + + geom_line() + + geom_ribbon(aes(ymin = lower_bound, ymax = upper_bound, fill = name), alpha = 0.2, size = 0.1) + + facet_wrap(. ~ name) + + scale_x_continuous(breaks = seq(1970, 2010, 5)) + + labs(x = 'Year', y = 'Gap in per-capita cigarette sales\n(in packs)', + caption = 'ND replication: augsynth package') + + scale_color_manual(values = c('red', 'blue', 'darkgreen', 'purple', 'orange'), + guide = 'none', aesthetics = c('color', 'fill')) + + theme_bw() + + theme(plot.caption = element_text(hjust = 0, color = 'darkseagreen', size = 9)) +``` + + +If an `augsynth` already has inference details stored in `augsynth$results` and an inference type is not specified, the summary method will return the existing inference. Otherwise, the summary will default to using conformal inference (`inf_type = 'conformal'`) + +```{r} +summary(syn_rstat)$inf_type +summary(syn)$inf_type +summary(syn, inf_type = 'jackknife')$inf_type +``` + +In addition to using `summary()`, a user can update or replace the inference type of an augsynth model using `add_inference()`. + +```{r} +syn_new <- add_inference(syn, inf_type = 'jackknife') +syn_new$results %>% attributes() +``` + +### Permutation inference + +Adding permutation inference (via `inf_type = "permutation"` or `inf_type = "permutation_rstat"`) will return information about the 95% confidence interval, as well as the raw placebo tests. Placebo results are stored in `syn_rstat$results$permutations` + +```{r} +syn_rstat$results$permutations$placebo_dist +``` + + +### Plotting `augsynth` models + +The proposed extensions to plotting capabilities include the possibility to customize the inferential features of plots and to easily generate plots showing placebo tests, when appropriate. + +Like the updates to `summary.augsynth()`, changes to `plot.augsynth()` use the inferential features of the provided `augsynth` object, or otherwise allow users to specify the desired inferential features + + +```{r fig.width=4.5, fig.height=3.25} +plot(syn) + labs(title = 'Conformal inference (default)') +``` + +Setting `ci = FALSE` with inference types of `permutation` or `permutation_rstat` will return a plot showing each placebo test. Otherwise, for other inference types, it will return only the ATT estimate. + +```{r fig.width=4.5, fig.height=4} +plot(syn, + inf_type = 'permutation', + ci = F # option to turn off 95% confidence intervals + ) + ggtitle("Replication of Abadie et al. (2010), Figure 4") +``` + + +```{r fig.width=4.5, fig.height=3.25} +p <- plot(syn, ci = F) + ggtitle("Replication of Abadie et al. (2010), Figure 3") +``` + +```{r Format figures 3 comparison, echo=FALSE, fig.show="hold", fig.align='default', fig.height=4, fig.width=4.6} +gap_plot +p +``` + + + +If a gap plot is desired, the user can call `augsynth_gap_plot()` on an `ausynth` object. + +```{r fig.width=4.5, fig.height=4} +p <- augsynth_gap_plot(syn_rstat, measure = 'synth') + + ggtitle("Replication of Abadie et al. (2010), Figure 2") +``` + +```{r Format figures 2 comparison, echo=FALSE, fig.show="hold", fig.align='default', fig.height=4, fig.width=4.6} +path_plot +p +``` + +By default, `augsynth_gap_plot()` will return both the raw average of donor units and the synthetic counterfactual. + +```{r Gap plot with average, echo=TRUE, fig.show="hold", fig.align='default', fig.height=4, fig.width=4.6} +augsynth_gap_plot(syn_rstat) +``` + +### Examining donor units and RMSPE + +The `donor_table()` function will return a summary dataframe with the RMSPE and synthetic weight for each of the donor units. + +```{r} +donor_table(syn) +``` + + +In addition, augsynth models can be customized to exclude certain donor units. If `drop` is passed to `update_augsynth()` as a numeric, then donor units will be excluded if their RMSPE is greater than a certain multiple of the treated unit's pre-treatment RMSPE. For example, setting `drop = 2` will exclude any units with a pre-treatment RMSPE twice as large as California's. Otherwise, donor units can be specified using their unit identifiers (ex. "New Hampshire"). + +Updated augsynth models will inherit the inference type, formula, and data structure of the original model. + +```{r Figures 6 and 7, echo=TRUE, eval=TRUE, fig.show="hold", fig.align='default', fig.height=4.5, fig.width=4.6} + +update_augsynth(syn) %>% # drops units with >20x treated RMSPE by default + plot(ci = F, inf_type = 'permutation') + + ggtitle("Replication of Abadie et al. (2010), Figure 5") + ylim(-51, 91) + + annotate('text', y = -48, x = 1970, label = "Removes donors with 20x California's pre-treatment RMSPE", + hjust = 0, color = 'darkseagreen', size = 3) +update_augsynth(syn, drop = 5) %>% plot(ci = F, inf_type = 'permutation') + + ggtitle("Replication of Abadie et al. (2010), Figure 6") + ylim(-51, 91) + + annotate('text', y = -48, x = 1970, label = "Removes donors with 5x California's pre-treatment RMSPE", + hjust = 0, color = 'darkseagreen', size = 3) +update_augsynth(syn, drop = 2) %>% plot(ci = F, inf_type = 'permutation') + + ggtitle("Replication of Abadie et al. (2010), Figure 7") + ylim(-51, 91) + + annotate('text', y = -48, x = 1970, label = "Removes donors with 2x California's pre-treatment RMSPE", + hjust = 0, color = 'darkseagreen', size = 3) +``` + +The names of units to be excluded can be passed in directly as characters using `drop`. + +```{r permutation without states, echo=TRUE, eval=TRUE, fig.show="hold", fig.align='default', fig.height=4.5, fig.width=4.6} +drop_states <- c("Iowa", "Arizona", "Alabama", "Illinois", "Indiana", "Idaho", "Connecticut", + "New Mexico", "Texas", "Utah", "North Dakota", "South Dakota", "Vermont", + "Wisconsin", "West Virginia", "Wyoming", "Tennessee", "Pennsylvania") + +update_augsynth(syn, drop = drop_states) %>% plot(ci = F, inf_type = 'permutation') +``` + diff --git a/tobacco_replication/tobacco_replication.html b/tobacco_replication/tobacco_replication.html new file mode 100644 index 0000000..830015c --- /dev/null +++ b/tobacco_replication/tobacco_replication.html @@ -0,0 +1,1903 @@ + + + + + + + + + + + + + + + +Permutation inference for the augsynth package + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + +
+

Project Overview

+

This notebook demonstrates the functionality of several extensions to +the augsynth package, using the data and analytic context +laid out in Abadie et +al. (2010). The package extensions include the option to use +permutation-based with models generated using augsynth(). +In addition, the changes expand the plotting options available for +augsynth() objects.

+
+

Summary of changes

+

This project currently lives on the n-delaney/augsynth_rstat +GitHub repository. All changes should (ideally) be backwards compatible, +although they are only currently implemented for cases where +single_augsynth() is executed. The proposed extensions to +the augsynth package do the following:

+
    +
  • Add inference output by default to augsynth objects, +stored in augsynth$results.
  • +
  • Extend the inference options available for augsynth +objects with a single treated unit. Additional options now include +permutation and permutation_rstat +(RMSPE-adjusted placebo tests).
  • +
  • Modify summary.augsynth() +
      +
    • If an augsynth does not already have inference results, +summary.augsynth() will calculate them.
    • +
    • It’s also possible to use summary.augsynth() to re-do +inference on an existing model with different characteristics (for +example, switching from the default of conformal to +permutation).
    • +
    • Moves inference calculations from summary.augsynth() to +add_inference(), a function that handles inference +calculations, whether executed as part of augsynth() or +summary.augsynth()
    • +
  • +
  • Add flexibility to plot.augsynth() +
      +
    • Allow users to choose from inference types
    • +
    • Include flags to include confidence intervals, the ATT only, or ATT +and placebo tests.
    • +
    • plot.summary.augsynth() should still be backwards +compatible but no longer handles most of the plotting.
    • +
  • +
  • Add augsynth_gap_plot(), which shows the outcome +trajectory of the treated unit, its synthetic counterfactual, and +(optionally) the simple average of donor units.
  • +
+
+
+
+

Replication

+

This vignette replicates the analysis and figures in Abadie et +al. (2010) using the augsynth package. Whereas the original +paper relies on the Synth package, the proposed extensions +to the augsynth package are intended to streamline +permutation-based inference and associated visualizations on behalf of +the user. The following vignette shows how to use the +augsynth package, including extended inference types and +plotting functionality, to generate results similar (but not entirely +identical) to Figures 2-7 in the original paper.

+

While the general intuition of Abadie et al.’s analysis can be +replicated using the augsynth package, it is worth noting +that covariates and model parameters are handled somewhat differently +than in the original analysis. In particular, unlike the +augsynth package, the Synth package used in +Abadie et al.’s analysis balances lagged outcomes and auxiliary +covariates in selecting synthetic weights. The Rmd version of this +notebook includes Synth code to generate Abadie et al.’s +results with a high degree of fidelity (with the resulting +Synth-based plots shown adjacent to analogous output from +augsynth models).

+
+

Model setup

+

We can now execute an augsynth model with or without +inference. Inference options include those already included in the +package (conformal, jackknife, +jackknife+), but also permutation and +permutation_rstat (RMSPE-adjusted permutation inference), +which are calculated using placebo tests.

+

All inference results (similar to those previously returned by +summmary.augsynth() are stored in +augsynth$results by default when +augsynth(..., inf = TRUE).

+
# Basic SCM with covariates
+syn <- augsynth(form = cigsalepcap ~ treated | retprice + xxincome + K1_r_15_24,
+                 unit = state,
+                 time = year,
+                 data = tobacco_70)
+
+# Basic SCM with inference added during model execution
+syn_rstat <- augsynth(form = cigsalepcap ~ treated | retprice + xxincome + K1_r_15_24,
+                   unit = state,
+                   time = year,
+                   data = tobacco_70,
+                   inf_type = 'permutation_rstat' # "conformal", "jackknife", "jackknife+", "permutation"
+                   )
+
+
+

Summmarizing results

+

Calling summary() on an augsynth object can +now accommodate an expanded range of inference types.

+

Question: Currently, jackknife inference returns +standard errors but not confidence intervals for the ATT estimate. Why +is this?

+

+

If an augsynth already has inference details stored in +augsynth$results and an inference type is not specified, +the summary method will return the existing inference. Otherwise, the +summary will default to using conformal inference +(inf_type = 'conformal')

+
summary(syn_rstat)$inf_type
+
#> [1] "permutation_rstat"
+
summary(syn)$inf_type
+
#> [1] "conformal"
+
summary(syn, inf_type = 'jackknife')$inf_type
+
#> [1] "jackknife"
+

In addition to using summary(), a user can update or +replace the inference type of an augsynth model using +add_inference().

+
syn_new <- add_inference(syn, inf_type = 'jackknife')
+syn_new$results %>% attributes()
+
#> $names
+#> [1] "att"         "average_att" "alpha"       "inf_type"
+
+
+

Permutation inference

+

Adding permutation inference (via +inf_type = "permutation" or +inf_type = "permutation_rstat") will return information +about the 95% confidence interval, as well as the raw placebo tests. +Placebo results are stored in +syn_rstat$results$permutations

+
syn_rstat$results$permutations$placebo_dist
+
+ +
+
+
+

Plotting augsynth models

+

The proposed extensions to plotting capabilities include the +possibility to customize the inferential features of plots and to easily +generate plots showing placebo tests, when appropriate.

+

Like the updates to summary.augsynth(), changes to +plot.augsynth() use the inferential features of the +provided augsynth object, or otherwise allow users to +specify the desired inferential features

+
plot(syn) + labs(title = 'Conformal inference (default)')
+

+

Setting ci = FALSE with inference types of +permutation or permutation_rstat will return a +plot showing each placebo test. Otherwise, for other inference types, it +will return only the ATT estimate.

+
plot(syn, 
+     inf_type = 'permutation',
+     ci = F # option to turn off 95% confidence intervals
+     ) + ggtitle("Replication of Abadie et al. (2010), Figure 4")
+

+
p <- plot(syn, ci = F) + ggtitle("Replication of Abadie et al. (2010), Figure 3")
+

+

If a gap plot is desired, the user can call +augsynth_gap_plot() on an ausynth object.

+
p <- augsynth_gap_plot(syn_rstat, measure = 'synth') + 
+  ggtitle("Replication of Abadie et al. (2010), Figure 2")
+

+

By default, augsynth_gap_plot() will return both the raw +average of donor units and the synthetic counterfactual.

+
augsynth_gap_plot(syn_rstat)
+

+
+
+

Examining donor units and RMSPE

+

The donor_table() function will return a summary +dataframe with the RMSPE and synthetic weight for each of the donor +units.

+
donor_table(syn)
+
+ +
+

In addition, augsynth models can be customized to exclude certain +donor units. If drop is passed to +update_augsynth() as a numeric, then donor units will be +excluded if their RMSPE is greater than a certain multiple of the +treated unit’s pre-treatment RMSPE. For example, setting +drop = 2 will exclude any units with a pre-treatment RMSPE +twice as large as California’s. Otherwise, donor units can be specified +using their unit identifiers (ex. “New Hampshire”).

+

Updated augsynth models will inherit the inference type, formula, and +data structure of the original model.

+
update_augsynth(syn) %>% # drops units with >20x treated RMSPE by default
+  plot(ci = F, inf_type = 'permutation') + 
+  ggtitle("Replication of Abadie et al. (2010), Figure 5") + ylim(-51, 91) + 
+  annotate('text', y = -48, x = 1970, label = "Removes donors with 20x California's  pre-treatment RMSPE",
+           hjust = 0, color = 'darkseagreen', size = 3) 
+update_augsynth(syn, drop = 5) %>% plot(ci = F, inf_type = 'permutation') + 
+  ggtitle("Replication of Abadie et al. (2010), Figure 6") + ylim(-51, 91) + 
+  annotate('text', y = -48, x = 1970, label = "Removes donors with 5x California's pre-treatment RMSPE",
+         hjust = 0, color = 'darkseagreen', size = 3) 
+update_augsynth(syn, drop = 2) %>% plot(ci = F, inf_type = 'permutation') + 
+  ggtitle("Replication of Abadie et al. (2010), Figure 7") + ylim(-51, 91) + 
+  annotate('text', y = -48, x = 1970, label = "Removes donors with 2x California's pre-treatment  RMSPE",
+           hjust = 0, color = 'darkseagreen', size = 3) 
+

+

The names of units to be excluded can be passed in directly as +characters using drop.

+
drop_states <- c("Iowa", "Arizona", "Alabama", "Illinois", "Indiana", "Idaho", "Connecticut", 
+                 "New Mexico", "Texas", "Utah", "North Dakota", "South Dakota", "Vermont", 
+                 "Wisconsin", "West Virginia", "Wyoming", "Tennessee", "Pennsylvania")
+
+update_augsynth(syn, drop = drop_states) %>% plot(ci = F, inf_type = 'permutation') 
+

+
+
+ + + + +
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zx4F3$|0r{gXDaC1zQ?u+!VKEKb+EPt1XLYj*|qIox+-zzyU?%MC&vqtIhay4wB5tw zFc`Ha&|bOn;rZGyAaLg8M(W)*6C9T2A{jPrSXI_o3pU~d7LY-!4@ckZi7tn}dGB*913k*|nPl;zboPPNl?40qF>5#v-W@tWka_!v zT21_YuchD&NC(`L>z=slr-o{HHy@nGDif0V?olX%XGRiEUM{mf7c3;s6q-+aPfqxv zrp8WlKhVx6Tw-@}zX&H+eb^qv)+Kf&tkMjS*Lu2-KUUZ)>@U6FJYIKQr0^zR>I~=Z zq1Jt?crdNxXsy#K6#UBnl2=4TX? zE!q?gTXRzAWU+PSNIS^Nxaz`lt{CZ3+ST@yhI4_z1R9ylw3Qoo&nLiaA^>y&| zIa53l-`}zkR>a`|B2IWB*`K*dscKRn%6gxjKKQfpnI#^y^xuyDp?3Y(qW_=F(M`XV X%RyRFjSmTMz>kugs%-Hc^T7WD2Z6VT literal 0 HcmV?d00001 From ff13d1ca0c04c8c7e7bf36b2e57d6e0bff370a23 Mon Sep 17 00:00:00 2001 From: n-delaney Date: Wed, 23 Aug 2023 17:35:57 -0400 Subject: [PATCH 02/36] Update package files -updates functions in augsynth.R -adds permutation.R (also contains some plotting functions) -updates package documentation --- DESCRIPTION | 2 +- NAMESPACE | 6 + R/augsynth.R | 478 ++++++++++----- R/permutation.R | 589 +++++++++++++++++++ man/add_inference.Rd | 31 + man/augsynth_gap_plot.Rd | 16 + man/augsynth_plot_from_results.Rd | 16 + man/calculate_MDES_table.Rd | 28 + man/calculate_RMSPE.Rd | 25 + man/ci95_rstat_plot.Rd | 16 + man/donor_table.Rd | 14 + man/estimate_robust_SE.Rd | 36 ++ man/get_placebo_gaps.Rd | 25 + man/permutation_inf.Rd | 14 + man/permutation_plot.Rd | 23 + man/plot.augsynth.Rd | 14 +- man/plot.summary.augsynth.Rd | 4 +- man/single_augsynth.Rd | 14 +- man/summary.augsynth.Rd | 13 +- man/swap_treat_unit.Rd | 11 + man/update_augsynth.Rd | 16 + tobacco_replication/tobacco_replication.html | 4 +- 22 files changed, 1227 insertions(+), 168 deletions(-) create mode 100644 R/permutation.R create mode 100644 man/add_inference.Rd create mode 100644 man/augsynth_gap_plot.Rd create mode 100644 man/augsynth_plot_from_results.Rd create mode 100644 man/calculate_MDES_table.Rd create mode 100644 man/calculate_RMSPE.Rd create mode 100644 man/ci95_rstat_plot.Rd create mode 100644 man/donor_table.Rd create mode 100644 man/estimate_robust_SE.Rd create mode 100644 man/get_placebo_gaps.Rd create mode 100644 man/permutation_inf.Rd create mode 100644 man/permutation_plot.Rd create mode 100644 man/swap_treat_unit.Rd create mode 100644 man/update_augsynth.Rd diff --git a/DESCRIPTION b/DESCRIPTION index 1347235..e23d753 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -23,7 +23,7 @@ Remotes: License: MIT + file LICENSE Encoding: UTF-8 LazyData: true -RoxygenNote: 7.2.0 +RoxygenNote: 7.2.1 Suggests: testthat, CausalImpact, diff --git a/NAMESPACE b/NAMESPACE index c32e4f6..10e7828 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -18,13 +18,19 @@ S3method(print,summary.multisynth) S3method(summary,augsynth) S3method(summary,augsynth_multiout) S3method(summary,multisynth) +export(add_inference) export(augsynth) +export(augsynth_gap_plot) export(augsynth_multiout) +export(augsynth_plot_from_results) +export(donor_table) export(multisynth) +export(permutation_plot) export(rdirichlet_b) export(rmultinom_b) export(rwild_b) export(single_augsynth) +export(update_augsynth) import(dplyr) import(tidyr) importFrom(ggplot2,aes) diff --git a/R/augsynth.R b/R/augsynth.R index ed00684..083234b 100644 --- a/R/augsynth.R +++ b/R/augsynth.R @@ -4,7 +4,7 @@ #' Fit Augmented SCM -#' +#' #' @param form outcome ~ treatment | auxillary covariates #' @param unit Name of unit column #' @param time Name of time column @@ -14,14 +14,28 @@ #' ridge=Ridge regression (allows for standard errors), #' none=No outcome model, #' en=Elastic Net, RF=Random Forest, GSYN=gSynth, -#' mcp=MCPanel, +#' mcp=MCPanel, #' cits=Comparitive Interuppted Time Series #' causalimpact=Bayesian structural time series with CausalImpact #' @param scm Whether the SCM weighting function is used -#' @param fixedeff Whether to include a unit fixed effect, default F +#' @param fixedeff Whether to include a unit fixed effect, default F #' @param cov_agg Covariate aggregation functions, if NULL then use mean with NAs omitted -#' @param ... optional arguments for outcome model -#' +#' @param plot Whether or not to return a plot of the augsynth model +#' @param inf_type Type of inference algorithm. Options are +#' \itemize{ +#' \item{"conformal"}{Conformal inference (default)} +#' \item{"jackknife+"}{Jackknife+ algorithm over time periods} +#' \item{"jackknife"}{Jackknife over units} +#' \item{"permutation"}{Placebo permutation, raw ATT} +#' \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} +#' } +#' @param ... Optional arguments for inference, for more details for each `inf_type` see +#' \itemize{ +#' \item{"conformal"}{`conformal_inf`} +#' \item{"jackknife+"}{`time_jackknife_plus`} +#' \item{"jackknife"}{`jackknife_se_single`} +#' \item{"permutation"}{`permutation_inf`} +#' } #' @return augsynth object that contains: #' \itemize{ #' \item{"weights"}{Ridge ASCM weights} @@ -30,12 +44,14 @@ #' \item{"mhat"}{Outcome model estimate} #' \item{"data"}{Panel data as matrices} #' } +#' @param ... optional arguments for outcome model #' @export single_augsynth <- function(form, unit, time, t_int, data, progfunc = "ridge", scm=T, fixedeff = FALSE, - cov_agg=NULL, ...) { + cov_agg=NULL, + inf_type='conformal', ...) { call_name <- match.call() form <- Formula::Formula(form) @@ -48,9 +64,9 @@ single_augsynth <- function(form, unit, time, t_int, data, wide <- format_data(outcome, trt, unit, time, t_int, data) synth_data <- do.call(format_synth, wide) - + treated_units <- data %>% filter(!!trt == 1) %>% distinct(!!unit) %>% pull(!!unit) - control_units <- data %>% filter(!(!!unit %in% treated_units)) %>% + control_units <- data %>% filter(!(!!unit %in% treated_units)) %>% distinct(!!unit) %>% arrange(!!unit) %>% pull(!!unit) ## add covariates if(length(form)[2] == 2) { @@ -58,20 +74,32 @@ single_augsynth <- function(form, unit, time, t_int, data, } else { Z <- NULL } - + # fit augmented SCM - augsynth <- fit_augsynth_internal(wide, synth_data, Z, progfunc, + augsynth <- fit_augsynth_internal(wide, synth_data, Z, progfunc, scm, fixedeff, ...) - + # add some extra data augsynth$data$time <- data %>% distinct(!!time) %>% arrange(!!time) %>% pull(!!time) augsynth$call <- call_name - augsynth$t_int <- t_int - + augsynth$t_int <- t_int + augsynth$weights <- matrix(augsynth$weights) rownames(augsynth$weights) <- control_units + # TODO update similar attribute for multi <- if want to use for plotting later + augsynth$trt_unit <- data %>% filter(!!as.name(trt) == 1) %>% + pull(quo_name(unit)) %>% unique() + augsynth$time_var <- quo_name(time) + augsynth$unit_var <- quo_name(unit) + augsynth$raw_data <- data + augsynth$form <- form + + if (inf_type != 'None') { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } + return(augsynth) } @@ -85,9 +113,9 @@ single_augsynth <- function(form, unit, time, t_int, data, #' @param fixedeff Whether to de-mean synth #' @param V V matrix for Synth, default NULL #' @param ... Extra args for outcome model -#' +#' #' @noRd -#' +#' fit_augsynth_internal <- function(wide, synth_data, Z, progfunc, scm, fixedeff, V = NULL, ...) { @@ -118,23 +146,23 @@ fit_augsynth_internal <- function(wide, synth_data, Z, progfunc, } else if(progfunc == "none") { ## Just SCM augsynth <- do.call(fit_ridgeaug_formatted, - c(list(wide_data = fit_wide, + c(list(wide_data = fit_wide, synth_data = fit_synth_data, Z = Z, ridge = F, scm = T, V = V, ...))) } else { ## Other outcome models - progfuncs = c("ridge", "none", "en", "rf", "gsyn", "mcp", + progfuncs = c("ridge", "None", "en", "rf", "gsyn", "mcp", "cits", "causalimpact", "seq2seq") if (progfunc %in% progfuncs) { - augsynth <- fit_augsyn(fit_wide, fit_synth_data, + augsynth <- fit_augsyn(fit_wide, fit_synth_data, progfunc, scm, ...) } else { stop("progfunc must be one of 'EN', 'RF', 'GSYN', 'MCP', 'CITS', 'CausalImpact', 'seq2seq', 'None'") } - + } - augsynth$mhat <- mhat + cbind(matrix(0, nrow = n, ncol = t0), + augsynth$mhat <- mhat + cbind(matrix(0, nrow = n, ncol = t0), augsynth$mhat) augsynth$data <- wide augsynth$data$Z <- Z @@ -168,13 +196,13 @@ predict.augsynth <- function(object, att = F, ...) { # att <- F # } augsynth <- object - + X <- augsynth$data$X y <- augsynth$data$y comb <- cbind(X, y) trt <- augsynth$data$trt mhat <- augsynth$mhat - + m1 <- colMeans(mhat[trt==1,,drop=F]) resid <- (comb[trt==0,,drop=F] - mhat[trt==0,drop=F]) @@ -197,7 +225,7 @@ predict.augsynth <- function(object, att = F, ...) { #' @export print.augsynth <- function(x, ...) { augsynth <- x - + ## straight from lm cat("\nCall:\n", paste(deparse(augsynth$call), sep="\n", collapse="\n"), "\n\n", sep="") @@ -213,36 +241,66 @@ print.augsynth <- function(x, ...) { #' Plot function for augsynth #' @importFrom graphics plot -#' +#' #' @param x Augsynth object to be plotted -#' @param inf Boolean, whether to get confidence intervals around the point estimates +#' @param ci Boolean, whether to get confidence intervals around the point estimates #' @param cv If True, plot cross validation MSE against hyper-parameter, otherwise plot effects +#' @param inf_type Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are +#' \itemize{ +#' \item{"conformal"}{Conformal inference (default)} +#' \item{"jackknife+"}{Jackknife+ algorithm over time periods} +#' \item{"jackknife"}{Jackknife over units} +#' \item{"permutation"}{Placebo permutation, raw ATT} +#' \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} +#' \item{"None"}{Return ATT Estimate only} +#' } +#' @param ... Optional arguments for inference, for more details for each `inf_type` see +#' \itemize{ +#' \item{"conformal"}{`conformal_inf`} +#' \item{"jackknife+"}{`time_jackknife_plus`} +#' \item{"jackknife"}{`jackknife_se_single`} +#' \item{"permutation"}{`permutation_inf`} +#' } #' @param ... Optional arguments #' @export -plot.augsynth <- function(x, inf = T, cv = F, ...) { - # if ("se" %in% names(list(...))) { - # se <- list(...)$se - # } else { - # se <- T - # } - +plot.augsynth <- function(x, ci = TRUE, cv = FALSE, + inf_type = NULL, ...) { augsynth <- x - + + if (is.null(inf_type)) { + if (!is.null(augsynth$results)) { + inf_type <- augsynth$results$inf_type + } else { + inf_type <- 'conformal' + } + } + + if (inf_type == 'None') { + inf <- FALSE + ci <- FALSE + } else { + inf <- TRUE + } + + if (is.null(augsynth$results)) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } + if (cv == T) { errors = data.frame(lambdas = augsynth$lambdas, errors = augsynth$lambda_errors, errors_se = augsynth$lambda_errors_se) p <- ggplot2::ggplot(errors, ggplot2::aes(x = lambdas, y = errors)) + - ggplot2::geom_point(size = 2) + + ggplot2::geom_point(size = 2) + ggplot2::geom_errorbar( ggplot2::aes(ymin = errors, ymax = errors + errors_se), - width=0.2, size = 0.5) + width=0.2, size = 0.5) p <- p + ggplot2::labs(title = bquote("Cross Validation MSE over " ~ lambda), - x = expression(lambda), y = "Cross Validation MSE", + x = expression(lambda), y = "Cross Validation MSE", parse = TRUE) p <- p + ggplot2::scale_x_log10() - + # find minimum and min + 1se lambda to plot min_lambda <- choose_lambda(augsynth$lambdas, augsynth$lambda_errors, @@ -256,7 +314,7 @@ plot.augsynth <- function(x, inf = T, cv = F, ...) { min_1se_lambda_index <- which(augsynth$lambdas == min_1se_lambda) p <- p + ggplot2::geom_point( - ggplot2::aes(x = min_lambda, + ggplot2::aes(x = min_lambda, y = augsynth$lambda_errors[min_lambda_index]), color = "gold") p + ggplot2::geom_point( @@ -264,102 +322,157 @@ plot.augsynth <- function(x, inf = T, cv = F, ...) { y = augsynth$lambda_errors[min_1se_lambda_index]), color = "gold") + ggplot2::theme_bw() - } else { - plot(summary(augsynth, ...), inf = inf) + return(p) + } else if (ci == T & inf_type %in% c("permutation", "permutation_rstat")) { + p <- ci95_rstat_plot(augsynth, inf_type = inf_type) + } else if (ci == F & inf_type %in% c("permutation", "permutation_rstat")) { + p <- permutation_plot(augsynth, inf_type = inf_type, ...) + } else { + if (ci == F & !(inf_type %in% c("permutation", "permutation_rstat"))) { + message(paste0("Setting ci = F with inf_type = '", inf_type, "' returns ATT Estimate only")) + } + p <- augsynth_plot_from_results(augsynth, inf = ci, inf_type = inf_type) } + return(p) } - -#' Summary function for augsynth +#' Function to add inference to augsynth object #' @param object augsynth object -#' @param inf Boolean, whether to get confidence intervals around the point estimates #' @param inf_type Type of inference algorithm. Options are #' \itemize{ #' \item{"conformal"}{Conformal inference (default)} #' \item{"jackknife+"}{Jackknife+ algorithm over time periods} #' \item{"jackknife"}{Jackknife over units} +#' \item{"permutation"}{Placebo permutation, raw ATT} +#' \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} #' } #' @param ... Optional arguments for inference, for more details for each `inf_type` see #' \itemize{ #' \item{"conformal"}{`conformal_inf`} #' \item{"jackknife+"}{`time_jackknife_plus`} #' \item{"jackknife"}{`jackknife_se_single`} +#' \item{"permutation"}{`permutation_inf`} #' } #' @export -summary.augsynth <- function(object, inf = T, inf_type = "conformal", ...) { - augsynth <- object - # if ("inf" %in% names(list(...))) { - # inf <- list(...)$inf - # } else { - # inf <- T - # } - # if ("inf_type" %in% names(list(...))) { - # inf_type <- list(...)$inf_type - # } else { - # inf_type <- "conformal" - # } - - - summ <- list() +add_inference <- function(object, inf_type = "conformal", ...) { + augsynth <- object + + t0 <- ncol(augsynth$data$X) + t_final <- t0 + ncol(augsynth$data$y) + + # if (inf_type == 'None') { + # inf = F + # } else { + # inf = T + # } + + if (inf_type != "None") { + + if(inf_type == "jackknife") { + att_se <- jackknife_se_single(augsynth) + } else if(inf_type == "jackknife+") { + att_se <- time_jackknife_plus(augsynth, ...) + } else if(inf_type == "conformal") { + att_se <- conformal_inf(augsynth, ...) + } else if (inf_type %in% c('permutation', 'permutation_rstat')) { + if (is.null(augsynth$results$permutations)) { + augsynth <- add_placebo_distribution(augsynth) + } + att_se <- permutation_inf(augsynth, inf_type) + } else { + stop(paste(inf_type, "is not a valid choice of 'inf_type'")) + } + att <- data.frame(Time = augsynth$data$time, + Estimate = att_se$att[1:t_final]) + rownames(att) <- att$Time + + if(inf_type == "jackknife") { + att$Std.Error <- att_se$se[1:t_final] + att_avg_se <- att_se$se[t_final + 1] + } else { + att_avg_se <- NA + } + att_avg <- att_se$att[t_final + 1] + if(inf_type %in% c("jackknife+", "nonpar_bs", "t_dist", "conformal", "permutation", "permutation_rstat")) { + att$lower_bound <- att_se$lb[1:t_final] + att$upper_bound <- att_se$ub[1:t_final] + } + if(inf_type %in% c("conformal", "permutation", "permutation_rstat")) { + att$p_val <- att_se$p_val[1:t_final] + } + } else { t0 <- ncol(augsynth$data$X) t_final <- t0 + ncol(augsynth$data$y) + att_est <- predict(augsynth, att = T) + att <- data.frame(Time = augsynth$data$time, + Estimate = att_est) + att$Std.Error <- NA + att_avg <- mean(att_est[(t0 + 1):t_final]) + att_avg_se <- NA + } - if(inf) { - if(inf_type == "jackknife") { - att_se <- jackknife_se_single(augsynth) - } else if(inf_type == "jackknife+") { - att_se <- time_jackknife_plus(augsynth, ...) - } else if(inf_type == "conformal") { - att_se <- conformal_inf(augsynth, ...) - } else { - stop(paste(inf_type, "is not a valid choice of 'inf_type'")) - } + augsynth$results$att <- att + augsynth$results$average_att <- data.frame(Estimate = att_avg, Std.Error = att_avg_se) - att <- data.frame(Time = augsynth$data$time, - Estimate = att_se$att[1:t_final]) - if(inf_type == "jackknife") { - att$Std.Error <- att_se$se[1:t_final] - att_avg_se <- att_se$se[t_final + 1] - } else { - att_avg_se <- NA - } - att_avg <- att_se$att[t_final + 1] - if(inf_type %in% c("jackknife+", "nonpar_bs", "t_dist", "conformal")) { - att$lower_bound <- att_se$lb[1:t_final] - att$upper_bound <- att_se$ub[1:t_final] - } - if(inf_type == "conformal") { - att$p_val <- att_se$p_val[1:t_final] - } + if(inf_type %in% c("jackknife+", "conformal", "permutation", "permutation_rstat")) { + augsynth$results$average_att$lower_bound <- att_se$lb[t_final + 1] + augsynth$results$average_att$upper_bound <- att_se$ub[t_final + 1] + augsynth$results$alpha <- att_se$alpha + } + if(inf_type %in% c("conformal", "permutation", "permutation_rstat")) { + augsynth$results$average_att$p_val <- att_se$p_val[t_final + 1] + } - } else { - t0 <- ncol(augsynth$data$X) - t_final <- t0 + ncol(augsynth$data$y) - att_est <- predict(augsynth, att = T) - att <- data.frame(Time = augsynth$data$time, - Estimate = att_est) - att$Std.Error <- NA - att_avg <- mean(att_est[(t0 + 1):t_final]) - att_avg_se <- NA - } + augsynth$results$inf_type <- inf_type - summ$att <- att - summ$average_att <- data.frame(Estimate = att_avg, Std.Error = att_avg_se) - if(inf) { - if(inf_type %in% c("jackknife+", "conformal")) { - summ$average_att$lower_bound <- att_se$lb[t_final + 1] - summ$average_att$upper_bound <- att_se$ub[t_final + 1] - summ$alpha <- att_se$alpha - } - if(inf_type == "conformal") { - summ$average_att$p_val <- att_se$p_val[t_final + 1] + return(augsynth) + +} + + +#' Summary function for augsynth (returns fields calculated by `add_inference()`) +#' @param object augsynth object +#' @param inf_type Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are +#' \itemize{ +#' \item{"conformal"}{Conformal inference (default)} +#' \item{"jackknife+"}{Jackknife+ algorithm over time periods} +#' \item{"jackknife"}{Jackknife over units} +#' \item{"permutation"}{Placebo permutation, raw ATT} +#' \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} +#' } +#' @param ... Optional arguments for inference, for more details for each `inf_type` see +#' \itemize{ +#' \item{"conformal"}{`conformal_inf`} +#' \item{"jackknife+"}{`time_jackknife_plus`} +#' \item{"jackknife"}{`jackknife_se_single`} +#' \item{"permutation"}{`permutation_inf`} +#' } +#' @export +summary.augsynth <- function(object, inf_type = NULL, ...) { + augsynth <- object + + t0 <- ncol(augsynth$data$X) + t_final <- t0 + ncol(augsynth$data$y) + + if (is.null(inf_type)) { + if (!is.null(augsynth$results)) { + inf_type <- augsynth$results$inf_type + } else { + inf_type <- 'conformal' } } + if (is.null(augsynth$results) | (augsynth$results$inf_type != inf_type)) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } + + summ <- augsynth$results + summ$t_int <- augsynth$t_int summ$call <- augsynth$call summ$l2_imbalance <- augsynth$l2_imbalance summ$scaled_l2_imbalance <- augsynth$scaled_l2_imbalance + summ$time_var <- augsynth$time_var if(!is.null(augsynth$covariate_l2_imbalance)) { summ$covariate_l2_imbalance <- augsynth$covariate_l2_imbalance summ$scaled_covariate_l2_imbalance <- augsynth$scaled_covariate_l2_imbalance @@ -377,13 +490,14 @@ summary.augsynth <- function(object, inf = T, inf_type = "conformal", ...) { m1 <- colMeans(mhat[trt==1,,drop=F]) if(tolower(augsynth$progfunc) == "none" | (!augsynth$scm)) { - summ$bias_est <- NA + summ$bias_est <- NA } else { summ$bias_est <- m1 - t(mhat[trt==0,,drop=F]) %*% w } - - - summ$inf_type <- if(inf) inf_type else "None" + + + summ$inf_type <- inf_type + class(summ) <- "summary.augsynth" return(summ) } @@ -394,7 +508,7 @@ summary.augsynth <- function(object, inf = T, inf_type = "conformal", ...) { #' @export print.summary.augsynth <- function(x, ...) { summ <- x - + ## straight from lm cat("\nCall:\n", paste(deparse(summ$call), sep="\n", collapse="\n"), "\n\n", sep="") @@ -404,7 +518,7 @@ print.summary.augsynth <- function(x, ...) { att_est <- summ$att$Estimate t_total <- length(att_est) t_int <- summ$att %>% filter(Time <= summ$t_int) %>% nrow() - + att_pre <- att_est[1:(t_int-1)] att_post <- att_est[t_int:t_total] @@ -419,14 +533,14 @@ print.summary.augsynth <- function(x, ...) { se_avg <- summ$average_att$Std.Error out_msg <- paste("Average ATT Estimate (Jackknife Std. Error): ", - format(round(att_post,3), nsmall=3), + format(round(att_post,3), nsmall=3), " (", format(round(se_avg,3)), ")\n") inf_type <- "Jackknife over units" } else if(summ$inf_type == "conformal") { p_val <- summ$average_att$p_val out_msg <- paste("Average ATT Estimate (p Value for Joint Null): ", - format(round(att_post,3), nsmall=3), + format(round(att_post,3), nsmall=3), " (", format(round(p_val,3)), ")\n") inf_type <- "Conformal inference" @@ -434,6 +548,10 @@ print.summary.augsynth <- function(x, ...) { out_msg <- paste("Average ATT Estimate: ", format(round(att_post,3), nsmall=3), "\n") inf_type <- "Jackknife+ over time periods" + } else if (summ$inf_type %in% c('permutation', "permutation_rstat")) { + out_msg <- paste("Average ATT Estimate: ", + format(round(att_post,3), nsmall=3), "\n") + inf_type <- ifelse(summ$inf_type == 'permutation', "Permutation inference", "Permutation inference (RMSPE-adjusted)") } else { out_msg <- paste("Average ATT Estimate: ", format(round(att_post,3), nsmall=3), "\n") @@ -441,7 +559,7 @@ print.summary.augsynth <- function(x, ...) { } - out_msg <- paste(out_msg, + out_msg <- paste(out_msg, "L2 Imbalance: ", format(round(summ$l2_imbalance,3), nsmall=3), "\n", "Percent improvement from uniform weights: ", @@ -451,16 +569,16 @@ print.summary.augsynth <- function(x, ...) { out_msg <- paste(out_msg, "Covariate L2 Imbalance: ", - format(round(summ$covariate_l2_imbalance,3), + format(round(summ$covariate_l2_imbalance,3), nsmall=3), "\n", "Percent improvement from uniform weights: ", - format(round(1 - summ$scaled_covariate_l2_imbalance,3)*100), + format(round(1 - summ$scaled_covariate_l2_imbalance,3)*100), "%\n\n", sep="") } - out_msg <- paste(out_msg, + out_msg <- paste(out_msg, "Avg Estimated Bias: ", format(round(mean(summ$bias_est), 3),nsmall=3), "\n\n", "Inference type: ", @@ -470,70 +588,124 @@ print.summary.augsynth <- function(x, ...) { cat(out_msg) if(summ$inf_type == "jackknife") { - out_att <- summ$att[t_int:t_final,] %>% + out_att <- summ$att[t_int:t_final,] %>% select(Time, Estimate, Std.Error) } else if(summ$inf_type == "conformal") { - out_att <- summ$att[t_int:t_final,] %>% + out_att <- summ$att[t_int:t_final,] %>% select(Time, Estimate, lower_bound, upper_bound, p_val) - names(out_att) <- c("Time", "Estimate", + names(out_att) <- c("Time", "Estimate", paste0((1 - summ$alpha) * 100, "% CI Lower Bound"), paste0((1 - summ$alpha) * 100, "% CI Upper Bound"), paste0("p Value")) } else if(summ$inf_type == "jackknife+") { - out_att <- summ$att[t_int:t_final,] %>% + out_att <- summ$att[t_int:t_final,] %>% select(Time, Estimate, lower_bound, upper_bound) - names(out_att) <- c("Time", "Estimate", + names(out_att) <- c("Time", "Estimate", paste0((1 - summ$alpha) * 100, "% CI Lower Bound"), paste0((1 - summ$alpha) * 100, "% CI Upper Bound")) + } else if (summ$inf_type %in% c('permutation', "permutation_rstat")) { + out_att <- summ$att[t_int:t_final, ] %>% + select(Time, Estimate, lower_bound, upper_bound, p_val) + names(out_att) <- c("Time", "Estimate", + paste0((1 - summ$alpha) * 100, "% CI Lower Bound"), + paste0((1 - summ$alpha) * 100, "% CI Upper Bound"), + paste0('p Value')) } else { - out_att <- summ$att[t_int:t_final,] %>% + out_att <- summ$att[t_int:t_final,] %>% select(Time, Estimate) } out_att %>% mutate_at(vars(-Time), ~ round(., 3)) %>% print(row.names = F) - + } #' Plot function for summary function for augsynth #' @param x Summary object -#' @param inf Boolean, whether to plot confidence intervals #' @param ... Optional arguments #' @export -plot.summary.augsynth <- function(x, inf = T, ...) { - summ <- x - # if ("inf" %in% names(list(...))) { - # inf <- list(...)$inf - # } else { - # inf <- T - # } - - p <- summ$att %>% - ggplot2::ggplot(ggplot2::aes(x=Time, y=Estimate)) - if(inf) { - if(all(is.na(summ$att$lower_bound))) { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=Estimate-2*Std.Error, - ymax=Estimate+2*Std.Error), - alpha=0.2) - } else { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=lower_bound, - ymax=upper_bound), - alpha=0.2) - } +plot.summary.augsynth <- function(x, inf_type = 'conformal', ...) { + summ <- x + + if (inf_type != 'None') { + inf = T + } else{ + inf = F + } + + p <- summ$att %>% + ggplot2::ggplot(ggplot2::aes(x=Time, y=Estimate)) + if(inf) { + if(all(is.na(summ$att$lower_bound))) { + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=Estimate-2*Std.Error, + ymax=Estimate+2*Std.Error), + alpha=0.2) + } else { + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=lower_bound, + ymax=upper_bound), + alpha=0.2) + } + + } + p + ggplot2::geom_line() + + ggplot2::geom_vline(xintercept=summ$t_int, lty=2) + + ggplot2::geom_hline(yintercept=0, lty=2) + + ggplot2::theme_bw() +} + +#' Plot function for summary function for augsynth +#' @param x Summary object +#' @param ... Optional arguments +#' @export +augsynth_plot_from_results <- function(augsynth, inf_type = NULL, ...) { + + if (is.null(inf_type)) { + if (!is.null(augsynth$results)) { + inf_type <- augsynth$results$inf_type + } else { + inf_type <- 'conformal' } - p + ggplot2::geom_line() + - ggplot2::geom_vline(xintercept=summ$t_int, lty=2) + - ggplot2::geom_hline(yintercept=0, lty=2) + - ggplot2::theme_bw() + } + if (inf_type != "None") { + inf = T + } else { + inf = F + } + + if (is.null(augsynth$results) | (augsynth$results$inf_type != inf_type)) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } + + p <- augsynth$results$att %>% + ggplot2::ggplot(ggplot2::aes(x=Time, y=Estimate)) + if(inf) { + if(all(is.na(augsynth$results$att$lower_bound))) { + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=Estimate-2*Std.Error, + ymax=Estimate+2*Std.Error), + alpha=0.2) + } else { + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=lower_bound, + ymax=upper_bound), + alpha=0.2) + } + + } + p <- p + ggplot2::geom_line() + + ggplot2::geom_vline(xintercept=augsynth$t_int, lty=2) + + ggplot2::geom_hline(yintercept=0, lty=2) + + ggplot2::labs(x = augsynth$time_var) + + ggplot2::theme_bw() + + return(p) } #' augsynth -#' +#' #' @description A package implementing the Augmented Synthetic Controls Method #' @docType package #' @name augsynth-package @@ -543,9 +715,9 @@ plot.summary.augsynth <- function(x, inf = T, ...) { #' @import tidyr #' @importFrom stats terms #' @importFrom stats formula -#' @importFrom stats update -#' @importFrom stats delete.response -#' @importFrom stats model.matrix -#' @importFrom stats model.frame +#' @importFrom stats update +#' @importFrom stats delete.response +#' @importFrom stats model.matrix +#' @importFrom stats model.frame #' @importFrom stats na.omit NULL diff --git a/R/permutation.R b/R/permutation.R new file mode 100644 index 0000000..53c8d28 --- /dev/null +++ b/R/permutation.R @@ -0,0 +1,589 @@ + + +#' Run augsynth letting each unit be the treated unit. This +#' implements the abadie placebo test (e.g., from tobacco paper) but +#' with the augsynth package. +#' +#' @param tx.id Name/ID of treatment group (not stored in ascm) +#' +#' @return Dataframe With each row corresponding to a unit (including +#' the original treated unit) and each column corresponding to a +#' time point. Each entry is the estimated impact for that unit at +#' that time, after fitting augsynth on that unit as the tx unit and +#' the other units as possible controls. +get_placebo_gaps = function( ascm, att = TRUE ) { + + tx_id <- ascm$trt_unit + wide_data <- ascm$data + synth_data <- ascm$data$synth_data + Z <- wide_data$Z + control_ids = which( wide_data$trt == 0 ) + all_ids = 1:length(wide_data$trt) + t_final = length( wide_data$time ) + + ests <- vapply(all_ids, function(i) { + new_data <- swap_treat_unit(wide_data, Z, i) + new_ascm <- do.call(augsynth:::fit_augsynth_internal, + c(list(wide = new_data$wide, + synth_data = new_data$synth_data, + Z = new_data$Z, + progfunc = ascm$progfunc, scm = ascm$scm, + fixedeff = ascm$fixedeff), + ascm$extra_args)) + est <- predict(new_ascm, att = att ) + est + }, numeric(t_final) ) + + # Verify we recover the original treated unit by seeing if the + # estimates match our original fit model's estimates + dim( ests ) + pds = as.numeric( predict( ascm, att = att ) ) + pds + stopifnot( all( round( ests[ , which( wide_data$trt == 1 ) ] - pds, digits=7 ) == 0 ) ) + + ests = as.data.frame( t( ests ) ) + dim( ests ) + ests$ID = tx_id + ests$ID[ control_ids ] = rownames( ascm$weights ) + + ests %>% dplyr::select( ID, everything() ) +} + +#### Generate donor unit from fit synth model #### + +#' Take inner data and change which unit is marked as 'treated' +swap_treat_unit = function (wide_data, Z, i) { + wide_data$trt <- rep( 0, length( wide_data$trt ) ) + wide_data$trt[i] = 1 + + X0 <- wide_data$X[wide_data$trt == 0, , drop = F] + x1 <- matrix( wide_data$X[wide_data$trt == 1, , drop = F], ncol = 1 ) + y0 <- wide_data$y[wide_data$trt == 0, , drop = F] + y1 <- matrix( wide_data$y[wide_data$trt == 1, , drop = F], ncol = 1 ) + new_synth_data <- list() + new_synth_data$Z0 <- t(X0) + new_synth_data$X0 <- t(X0) + new_synth_data$Z1 <- x1 + new_synth_data$X1 <- x1 + + wide_data = wide_data[ c( "trt", "X", "y" ) ] + + return(list(wide_data = wide_data, + synth_data = new_synth_data, + Z = Z)) +} + + + +#' Calculate MDES +#' +#' Use our method for Calculating SEs, p-values, and MDEs by looking +#' at the distribution of impacts across the donor units. +#' +#' @param lest Entity by year estimate estimates for all treatment and control entities +#' (original tx and all the comparisons as pseudo-treated). Columns +#' of entity ID (tx_col), treatment flag (trt), time period (time_col), +#' and estimated tx-synthetic control difference (ATT). +#' @param treat_year The time period in which the treatment was introduced. +#' @param tx_col The name to the column containing the treatment variable. +#' @param time_col The name of the column containing the time variable. +#' @return List of three dataframes, one of MDES, one of RMSPEs, and +#' one of info on the r-statistics (the ATTs divided by the RMSPEs). +calculate_MDES_table = function( lest, treat_year, tx_col, time_col ) { + + + stopifnot( all( c( tx_col, "trt", time_col, "ATT" ) %in% + names( lest ) ) ) + + RMSPEs = calculate_RMSPE( lest, treat_year, tx_col, time_col ) + + # merge calculated pre-intervention RMSPE for each county to data set + # of gaps for each year for each county + + # Divide that year's gap by pre-intervention RMSPE. + rstatcalc <- full_join( lest, RMSPEs, by = tx_col ) %>% + mutate( rstat=ATT/RMSPE ) + + # Calculate the permutation p-values (permuting the r statistics) + pvalues = rstatcalc %>% + group_by( !!as.name(time_col) ) %>% + summarise( p_perm = mean( abs( rstat[trt == 1] ) <= abs( rstat ) ), + .groups = "drop" ) + + # Calculate the estimated SEs of the rstat distribution of future + # based on the trimmed distribution of placebo estimates (for each + # time point) + new_T_tract = rstatcalc %>% + group_by( !!as.name(time_col) ) %>% + summarise( ests = estimate_robust_SE( rstat, beta=0.90, + round_beta = TRUE), + .groups = "drop" ) %>% + tidyr::unpack( ests ) + + + + # attach R statistic for the treated tract. + rstattract <- rstatcalc %>% + filter(trt==1) %>% + dplyr::select( -!!as.name(tx_col), -trt ) + + new_T_tract2 <- full_join(new_T_tract, rstattract, by=time_col) + + + # Build the main table of results from the above components. + + main_results = new_T_tract2 %>% + rename (R_low = q_low, + R_high = q_high, + R_range = range, + SE_rstat = SE_imp ) %>% + mutate( t = rstat / SE_rstat, + p = 2 * pnorm( -abs(t) ), + MDE_10 = RMSPE * 2.49 * SE_rstat ) + + + # Add in the estimated SEs using the ATT, not r-statistics. (This + # is the un-preferred method, but is basically replicating the + # above.) + SE_for_ATT = rstatcalc %>% + group_by( !!as.name(time_col) ) %>% + summarise( ests = estimate_robust_SE( ATT, beta=0.90, + round_beta = TRUE), + .groups = "drop" ) %>% + tidyr::unpack( ests ) + SE_for_ATT <- full_join(SE_for_ATT, rstattract, by=time_col) + + SE_for_ATT = SE_for_ATT %>% + rename( SE_gap = SE_imp ) %>% + mutate( t_gap = ATT / SE_gap, + p_gap = 2 * pnorm( -abs(t_gap) ), # 2-sideds + MDE_gap = 2.49 * SE_gap ) %>% + dplyr::select( !!as.name(time_col), SE_gap, t_gap, p_gap, MDE_gap ) + + main_results = left_join( main_results, SE_for_ATT, by=time_col ) + + + # Add in permutation p-values and add indicator of which years are + # treated and which not. + + main_results = left_join( main_results, pvalues, by=time_col ) %>% + mutate( tx = ifelse( !!as.name(time_col) >= treat_year, 1, 0 ) ) + + + # Clean up column ordering and make look nice + main_results = main_results %>% + relocate( !!as.name(time_col), tx ) %>% + relocate( beta, k, R_low, R_high, R_range, z, .after = MDE_10 ) %>% + dplyr::select( -RMSPE ) + + # Bundle and return all results + list( MDES_table = main_results, + RMSPEs = RMSPEs, + rstatcalc=rstatcalc ) +} + + +#' Calculate RMSPE for all units on lagged outcomes +#' +#' This calculates the RMSPE of the difference between estimated and +#' observed outcome, averaged across the pre-treatment years, for each +#' county +#' +#' @param lest Entity by year estimate estimates for all treatment and control entities +#' (original tx and all the comparisons as pseudo-treated). Columns +#' of entity ID (tx_col), treatment flag (trt), time period (time_col), +#' and estimated tx-synthetic control difference (ATT). +#' @param treat_year The time period in which the treatment was introduced. +#' @param tx_col The name to the column containing the treatment variable. +#' @param time_col The name of the column containing the time variable. +calculate_RMSPE = function( lest, treat_year, tx_col, time_col ) { + stopifnot( !is.null( lest$ATT ) ) + + RMSPEs = lest %>% filter( !!as.name(time_col) < treat_year ) %>% + group_by( !!as.name(tx_col) ) %>% + summarise( RMSPE = sqrt( mean( ATT^2 ) ), .groups = "drop" ) + + return(RMSPEs) +} + +#' Estimate robust SE +#' +#' Given a list of impact estimates (all assumed to be estimating a +#' target impact of 0), calculate the modified standard deviation by +#' looking an in inner-quartile range rather than the simple standard +#' deviation. This reduces the effect of small numbers of extreme +#' outliers, and focuses on central variation. This then gets +#' converted to a standard error (standard deviation of the results, +#' in effect.) +#' +#' @param placebo_estimates The list of impact estimates to use for +#' estimating the SE. +#' @param k Number of obs to drop from each tail (so 2k obs dropped +#' total) +#' @param beta Proportion of obs to drop from each tail. E.g., 95% to +#' drop 5% most extreme. Only one of beta or k can be non-null. +#' @param round_beta TRUE means adjust beta to the nearest integer +#' number of units to drop (the Howard method). FALSE means +#' interpolate quantiles using R's quantile function. +#' +estimate_robust_SE = function( placebo_estimates, k = NULL, beta=NULL, + round_beta = FALSE ) { + + stopifnot( is.null(k) != is.null( beta ) ) + + n = length( placebo_estimates ) + + if ( is.null( beta ) ) { + #alpha = (2*k-1) / (2*n) # Method A + alpha = k/( n-1 ) # Method B + beta = 1 - 2*alpha + q = sort( placebo_estimates )[ c(1+k, n - k) ] + } else { + alpha = (1 - beta)/2 + k = alpha * (n-1) # QUESTION: Why n-1 here???? + if ( round_beta ) { + k = pmax( 1, round( k ) ) + alpha = k/(n-1) + beta = 1 - 2*alpha + q = sort( placebo_estimates )[ c(1+k, n - k) ] + } else { + q = quantile( placebo_estimates, probs = c( alpha, 1 - alpha ) ) + } + } + + del = as.numeric( diff( q ) ) + z = -qnorm( alpha ) + SE_imp = del / (2*z) + + res = data.frame( beta = beta, k = k, + q_low = q[[1]], q_high = q[[2]], + range = del, z = z, SE_imp = SE_imp ) + res +} + + + +add_placebo_distribution <- function(augsynth){ + + # Run permutations + ests <- get_placebo_gaps(augsynth, att = FALSE) + time_cols = 2:ncol(ests) + + ests$trt = augsynth$data$trt + + lest = ests %>% + pivot_longer( cols = all_of( time_cols ), + names_to = augsynth$time_var, values_to = "CoLvl" ) %>% + mutate(!!as.name(augsynth$time_var) := as.numeric(!!as.name(augsynth$time_var))) + + ######## Construct a frame with outcome data in long format - ND added + df <- bind_cols(augsynth$data$X, augsynth$data$y) %>% + mutate(!!as.name(augsynth$unit_var) := lest$ID %>% unique()) %>% + pivot_longer(!augsynth$unit_var, + names_to = augsynth$time_var, + values_to = 'Yobs', + ) %>% + mutate(!!as.name(augsynth$time_var) := as.numeric(!!as.name(augsynth$time_var)), + ever_Tx = ifelse(!!as.name(augsynth$unit_var) == augsynth$trt_unit, 1, 0)) + + ##### Make dataset of donor units with their weights ##### + units = dplyr::select( df, !!as.name(augsynth$unit_var), ever_Tx ) %>% + unique() + + tx_col = augsynth$unit_var + weights = data.frame( tx_col = rownames( augsynth$weights ), + weights = augsynth$weights, + stringsAsFactors = FALSE) + colnames(weights)[1] <- augsynth$unit_var + + units = merge( units, weights, by=augsynth$unit_var, all=TRUE ) + + # Zero weights for tx units. + units$weights[ units$ever_Tx == 1 ] = 0 + + # confirm that we have placebos for every entity over every observed time period + stopifnot((ncol(augsynth$data$X) + ncol(augsynth$data$y)) * nrow(augsynth$data$y) == nrow(lest)) + + lest = rename( lest, !!as.name(augsynth$unit_var) := ID ) + + nn = nrow(lest) + lest = left_join( lest, + df[ c(augsynth$unit_var, augsynth$time_var, "Yobs") ], # issue is that this is calling for original data + by = c( augsynth$unit_var, augsynth$time_var ) ) + stopifnot( nrow( lest ) == nn ) + + + # Impact is difference between observed and imputed control-side outcome + lest$impact = lest$Yobs - lest$CoLvl + + #### Make the actual treatment result information ##### + + # Get our observed series (the treated unity) + T_tract = filter( lest, trt == 1 ) + + # The raw donor pool average series + averages = df %>% + filter( ever_Tx == 0 ) %>% + group_by( !!as.name(augsynth$time_var) ) %>% + summarise( raw_average = mean( .data$Yobs ), + .groups = "drop" ) + T_tract = left_join( T_tract, averages, by = augsynth$time_var ) + + ##### Calculate ATT and MDES ##### + + lest = rename( lest, ATT = impact ) + t0 <- ncol(augsynth$data$X) + treat_year = augsynth$data$time[t0 + 1] + + res = calculate_MDES_table(lest, treat_year, augsynth$unit_var, augsynth$time_var) + + # Add RMSPE to donor list + units = left_join( units, res$RMSPEs, by = augsynth$unit_col) + + MDES_table = mutate( res$MDES_table, + raw_average = T_tract$raw_average, + tx = ifelse( !!as.name(augsynth$time_var) >= treat_year, 1, 0 ) ) %>% + relocate( raw_average, .after = CoLvl ) + + augsynth$results$permutations <- list(placebo_dist = res$rstatcalc, + MDES_table = MDES_table) + + return(augsynth) +} + + +#' Generate permutation plots +#' +#' @param results Results from calling augsynth() +#' @param inf_type Inference type (takes a value of 'permutation' or 'permutation_rstat') +#' Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are +#' \itemize{ +#' \item{"If numeric"}{A multiple of the treated unit's RMSPE above which donor units will be dropped} +#' \item{"If a character"}{The name or names of donor units to be dropped based on the `unit` parameter in the augsynth model} +#' } +#' +#' with an RMSPE of more than `drop` times the treated units' RMSPE from the donor plot. Defaults to 20x. +#' @export +permutation_plot <- function(augsynth, inf_type = 'permutation') { + + stopifnot(inf_type %in% c('permutation', 'permutation_rstat')) + + if(inf_type == 'permutation') { + measure = "ATT" + } else { + measure = 'rstat' + } + + if (is.null(augsynth$results$permutations)) { + augsynth <- add_placebo_distribution(augsynth) + } + + plot_df <- augsynth$results$permutations$placebo_dist %>% + mutate(trt_status = factor(trt, levels = c(0, 1), labels = c('Control', 'Treatment'))) + + t0 <- ncol(augsynth$data$X) + treat_year = augsynth$data$time[t0 + 1] + + out_plot <- ggplot2::ggplot(plot_df, + aes(x = !!as.name(augsynth$time_var), y = !!as.name(measure), + color = trt_status, linetype = !!as.name(augsynth$unit_var)), size = 0.8) + + ggplot2::geom_line() + + ggplot2::geom_vline(lty = 2, xintercept = treat_year) + + ggplot2::geom_hline(lty = 2, yintercept = 0) + + ggplot2::scale_color_manual(values = c('Control' = 'gray', 'Treatment' = 'black')) + + ggplot2::scale_linetype_manual(values = rep('solid', length(unique(plot_df %>% pull(!!as.name(augsynth$unit_var)))))) + + ggplot2::labs(color = NULL, y = 'Estimate') + + ggplot2::guides(linetype = 'none') + + ggplot2::theme_bw() + + ggplot2::theme(legend.position = 'bottom') + + return(out_plot) +} + + +#' Generate augsynth plot with 95% CI based on inference preference +#' +#' @param results Results from calling xxx +#' @param inf_type Inference type (takes a value of 'permutation' or 'permutation_rstat') +#' +ci95_rstat_plot <- function(augsynth, inf_type) { + + stopifnot(inf_type %in% c('permutation', 'permutation_rstat')) + + if(inf_type == 'permutation') { + measure = "ATT" + } else { + measure = 'rstat' + } + + if (is.null(augsynth$results$permutations)) { + augsynth <- add_placebo_distribution(augsynth) + } + + plot_df <- augsynth$results$permutations$MDES_table + + if (measure == 'ATT') { + plot_df <- plot_df %>% + mutate(lower = ATT + (qnorm(0.025) * SE_gap), + upper = ATT + (qnorm(0.975) * SE_gap), + ) + } else if (measure == 'rstat') { + plot_df <- plot_df %>% + mutate(lower = ATT + (qnorm(0.025) * SE_rstat), + upper = ATT + (qnorm(0.975) * SE_rstat), + ) + } + + t0 <- ncol(augsynth$data$X) + treat_year = augsynth$data$time[t0 + 1] + + outplot <- ggplot2::ggplot(data = plot_df, aes(x = !!as.name(augsynth$time_var))) + + ggplot2::geom_ribbon(data = plot_df %>% filter(!!as.name(augsynth$time_var) >= treat_year), + aes(ymin = lower, ymax = upper), alpha = 0.2) + + ggplot2::geom_line(aes(y = ATT)) + + ggplot2::geom_vline(lty = 2, xintercept = treat_year) + + ggplot2::geom_hline(lty = 2, yintercept = 0) + + ggplot2::scale_color_manual(values = c('Control' = 'gray', 'Treatment' = 'black')) + + ggplot2::labs(color = NULL, y = 'Estimate') + + ggplot2::theme_bw() + + return(outplot) +} + +#' Generate formatted outputs for statistical inference using permutation inference +#' +#' @param augsynth An augsynth object. +#' +permutation_inf <- function(augsynth, inf_type) { + + t0 <- dim(augsynth$data$synth_data$Z0)[1] + tpost <- dim(augsynth$data$synth_data$Z0)[1] + + out <- list() + out$att <- augsynth$results$permutations$MDES_table$ATT + + if (inf_type == 'permutation') { + out$lb <- augsynth$results$permutations$MDES_table$ATT + (qnorm(0.025) * augsynth$results$permutations$MDES_table$SE_gap) + out$ub <- augsynth$results$permutations$MDES_table$ATT + (qnorm(0.975) * augsynth$results$permutations$MDES_table$SE_gap) + out$p_val <- c(rep(0, t0), augsynth$results$permutations$MDES_table$p_gap[c(t0 + 1: tpost)]) + } else if (inf_type == 'permutation_rstat') { + out$lb <- augsynth$results$permutations$MDES_table$ATT + (qnorm(0.025) * augsynth$results$permutations$MDES_table$SE_rstat) + out$ub <- augsynth$results$permutations$MDES_table$ATT + (qnorm(0.975) * augsynth$results$permutations$MDES_table$SE_rstat) + out$p_val <- c(rep(0, t0), augsynth$results$permutations$MDES_table$p[c(t0 + 1: tpost)]) + } + + out$lb[c(1:t0)] <- NA + out$ub[c(1:t0)] <- NA + out$p_val[c(1:t0)] <- NA + out$alpha <- 0.05 + + return(out) +} + + +#' Plot function returning the original level of the outcome variable for the treated unit and its synthetic counterfactual +#' @param augsynth Augsynth object to be plotted +#' @param measure Whether to plot the synthetic counterfactual or the raw average of donor units +#' @export +augsynth_gap_plot <- function(augsynth, measure = c("synth", "average")) { + + trt_index <- which(augsynth$data$trt == 1) + df <- bind_cols(augsynth$data$X, augsynth$data$y) + synth_unit <- t(df[-trt_index, ]) %*% augsynth$weights + average_unit <- df[-trt_index, ] %>% colMeans() + treated_unit <- t(df[trt_index, ]) + + max_y <- max(c(synth_unit, average_unit, treated_unit)) + min_y <- min(c(synth_unit, average_unit, treated_unit)) + + p <- ggplot2::ggplot() + + ggplot2::geom_line(aes(x = augsynth$data$time, y = treated_unit, linetype = augsynth$trt_unit)) + + if ('synth' %in% measure) { + p <- p + + ggplot2::geom_line(aes(x = augsynth$data$time, y = synth_unit, linetype = 'Synthetic counterfactual')) + } + + if ('average' %in% measure) { + p <- p + + ggplot2::geom_line(aes(x = augsynth$data$time, y = average_unit, linetype = 'Donor raw average')) + } + + p <- p + + ggplot2::scale_y_continuous(limits = c(0, 140)) + + ggplot2::labs(linetype = NULL, + x = augsynth$time_var, + y = 'Outcome') + + ggplot2::ylim(min_y, max_y) + + ggplot2::theme_bw() + + ggplot2::theme(legend.position = c(0.75, 0.88)) + + return(p) +} + + +#' Return a summary data frame donor units used in the model, along with their RMSPEs and synthetic weights +#' @param augsynth Augsynth object to be plotted +#' @export +donor_table <- function(augsynth) { + + if (!augsynth$results$inf_type %in% c("permutation", "permutaton_rstat")) { + augsynth <- add_inference(augsynth, inf_type = 'permutation') + } + + trt_index <- which(augsynth$data$trt == 1) + unit_var <- augsynth$unit_var + RMSPEs <- augsynth$results$permutations$placebo_dist %>% + select(!!unit_var, RMSPE) %>% + distinct() + donor_df <- RMSPEs %>% filter(!!as.name(unit_var) != augsynth$trt_unit) %>% + mutate(synth_weight = augsynth$weights) + + return(donor_df) + +} + + +#' Return a new augsynth object with specified donor units removed +#' @param augsynth Augsynth object to be plotted +#' @param drop Drop donor units, based on pre-treatment RMSPE or unit name(s) +#' @export +update_augsynth <- function(augsynth, drop = 20){ + + inf_type <- augsynth$results$inf_type + + # run placebo tests if necessary + if (!augsynth$results$inf_type %in% c('permutation', 'permutation_rstat')) { + augsynth <- add_inference(augsynth, inf_type = 'permutation') + } + + unit_var <- augsynth$unit_var + # pre-treatment RMSPE among donors + donor_RMSPE <- augsynth$results$permutations$placebo_dist %>% + filter(!!as.name(augsynth$time_var) < augsynth$t_int) %>% + group_by(!!as.name(augsynth$unit_var)) %>% + summarise(RMSPE = sqrt(mean(ATT ^ 2)), .groups = "drop") + # pre-treatment RMSPE for treated unit + trt_RMSPE <- add_inference(augsynth, inf_type = 'permutation')$results$permutations$placebo_dist %>% + filter(!!as.name(augsynth$time_var) < augsynth$t_int) %>% + filter(!!as.name(unit_var) == augsynth$trt_unit) %>% + pull(RMSPE) %>% unique() + + if (is.numeric(drop)) { + keep_units <- donor_RMSPE %>% filter(RMSPE / trt_RMSPE <= drop) %>% pull(!!unit_var) + } else if (is.character(drop)) { + keep_units <- donor_RMSPE %>% filter((!!as.name(unit_var) %in% drop) == FALSE) %>% pull(!!unit_var) %>% unique() + } + keep_units <- c(keep_units, augsynth$trt_unit) + + form <- as.formula(paste(as.character(augsynth$form)[2], as.character(augsynth$form)[1], as.character(augsynth$form)[3])) + new_data <- as_tibble(augsynth$raw_data, .name_repair = 'unique') %>% filter(!!as.name(unit_var) %in% keep_units) + new_augsynth <- augsynth(form = form, + unit = !!as.name(augsynth$unit_var), + time = !!as.name(augsynth$time_var), + data = new_data, + inf_type = inf_type + ) + + return(new_augsynth) +} diff --git a/man/add_inference.Rd b/man/add_inference.Rd new file mode 100644 index 0000000..13bed38 --- /dev/null +++ b/man/add_inference.Rd @@ -0,0 +1,31 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/augsynth.R +\name{add_inference} +\alias{add_inference} +\title{Function to add inference to augsynth object} +\usage{ +add_inference(object, inf_type = "conformal", ...) +} +\arguments{ +\item{object}{augsynth object} + +\item{inf_type}{Type of inference algorithm. Options are +\itemize{ + \item{"conformal"}{Conformal inference (default)} + \item{"jackknife+"}{Jackknife+ algorithm over time periods} + \item{"jackknife"}{Jackknife over units} + \item{"permutation"}{Placebo permutation, raw ATT} + \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} +}} + +\item{...}{Optional arguments for inference, for more details for each `inf_type` see +\itemize{ + \item{"conformal"}{`conformal_inf`} + \item{"jackknife+"}{`time_jackknife_plus`} + \item{"jackknife"}{`jackknife_se_single`} + \item{"permutation"}{`permutation_inf`} +}} +} +\description{ +Function to add inference to augsynth object +} diff --git a/man/augsynth_gap_plot.Rd b/man/augsynth_gap_plot.Rd new file mode 100644 index 0000000..564372e --- /dev/null +++ b/man/augsynth_gap_plot.Rd @@ -0,0 +1,16 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/permutation.R +\name{augsynth_gap_plot} +\alias{augsynth_gap_plot} +\title{Plot function returning the original level of the outcome variable for the treated unit and its synthetic counterfactual} +\usage{ +augsynth_gap_plot(augsynth, measure = c("synth", "average")) +} +\arguments{ +\item{augsynth}{Augsynth object to be plotted} + +\item{measure}{Whether to plot the synthetic counterfactual or the raw average of donor units} +} +\description{ +Plot function returning the original level of the outcome variable for the treated unit and its synthetic counterfactual +} diff --git a/man/augsynth_plot_from_results.Rd b/man/augsynth_plot_from_results.Rd new file mode 100644 index 0000000..d3b468e --- /dev/null +++ b/man/augsynth_plot_from_results.Rd @@ -0,0 +1,16 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/augsynth.R +\name{augsynth_plot_from_results} +\alias{augsynth_plot_from_results} +\title{Plot function for summary function for augsynth} +\usage{ +augsynth_plot_from_results(augsynth, inf_type = NULL, ...) +} +\arguments{ +\item{...}{Optional arguments} + +\item{x}{Summary object} +} +\description{ +Plot function for summary function for augsynth +} diff --git a/man/calculate_MDES_table.Rd b/man/calculate_MDES_table.Rd new file mode 100644 index 0000000..2699f89 --- /dev/null +++ b/man/calculate_MDES_table.Rd @@ -0,0 +1,28 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/permutation.R +\name{calculate_MDES_table} +\alias{calculate_MDES_table} +\title{Calculate MDES} +\usage{ +calculate_MDES_table(lest, treat_year, tx_col, time_col) +} +\arguments{ +\item{lest}{Entity by year estimate estimates for all treatment and control entities +(original tx and all the comparisons as pseudo-treated). Columns +of entity ID (tx_col), treatment flag (trt), time period (time_col), +and estimated tx-synthetic control difference (ATT).} + +\item{treat_year}{The time period in which the treatment was introduced.} + +\item{tx_col}{The name to the column containing the treatment variable.} + +\item{time_col}{The name of the column containing the time variable.} +} +\value{ +List of three dataframes, one of MDES, one of RMSPEs, and + one of info on the r-statistics (the ATTs divided by the RMSPEs). +} +\description{ +Use our method for Calculating SEs, p-values, and MDEs by looking +at the distribution of impacts across the donor units. +} diff --git a/man/calculate_RMSPE.Rd b/man/calculate_RMSPE.Rd new file mode 100644 index 0000000..aea956e --- /dev/null +++ b/man/calculate_RMSPE.Rd @@ -0,0 +1,25 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/permutation.R +\name{calculate_RMSPE} +\alias{calculate_RMSPE} +\title{Calculate RMSPE for all units on lagged outcomes} +\usage{ +calculate_RMSPE(lest, treat_year, tx_col, time_col) +} +\arguments{ +\item{lest}{Entity by year estimate estimates for all treatment and control entities +(original tx and all the comparisons as pseudo-treated). Columns +of entity ID (tx_col), treatment flag (trt), time period (time_col), +and estimated tx-synthetic control difference (ATT).} + +\item{treat_year}{The time period in which the treatment was introduced.} + +\item{tx_col}{The name to the column containing the treatment variable.} + +\item{time_col}{The name of the column containing the time variable.} +} +\description{ +This calculates the RMSPE of the difference between estimated and +observed outcome, averaged across the pre-treatment years, for each +county +} diff --git a/man/ci95_rstat_plot.Rd b/man/ci95_rstat_plot.Rd new file mode 100644 index 0000000..a2fc819 --- /dev/null +++ b/man/ci95_rstat_plot.Rd @@ -0,0 +1,16 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/permutation.R +\name{ci95_rstat_plot} +\alias{ci95_rstat_plot} +\title{Generate augsynth plot with 95% CI based on inference preference} +\usage{ +ci95_rstat_plot(augsynth, inf_type) +} +\arguments{ +\item{inf_type}{Inference type (takes a value of 'permutation' or 'permutation_rstat')} + +\item{results}{Results from calling xxx} +} +\description{ +Generate augsynth plot with 95% CI based on inference preference +} diff --git a/man/donor_table.Rd b/man/donor_table.Rd new file mode 100644 index 0000000..64fd4d2 --- /dev/null +++ b/man/donor_table.Rd @@ -0,0 +1,14 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/permutation.R +\name{donor_table} +\alias{donor_table} +\title{Return a summary data frame donor units used in the model, along with their RMSPEs and synthetic weights} +\usage{ +donor_table(augsynth) +} +\arguments{ +\item{augsynth}{Augsynth object to be plotted} +} +\description{ +Return a summary data frame donor units used in the model, along with their RMSPEs and synthetic weights +} diff --git a/man/estimate_robust_SE.Rd b/man/estimate_robust_SE.Rd new file mode 100644 index 0000000..55559a6 --- /dev/null +++ b/man/estimate_robust_SE.Rd @@ -0,0 +1,36 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/permutation.R +\name{estimate_robust_SE} +\alias{estimate_robust_SE} +\title{Estimate robust SE} +\usage{ +estimate_robust_SE( + placebo_estimates, + k = NULL, + beta = NULL, + round_beta = FALSE +) +} +\arguments{ +\item{placebo_estimates}{The list of impact estimates to use for +estimating the SE.} + +\item{k}{Number of obs to drop from each tail (so 2k obs dropped +total)} + +\item{beta}{Proportion of obs to drop from each tail. E.g., 95% to +drop 5% most extreme. Only one of beta or k can be non-null.} + +\item{round_beta}{TRUE means adjust beta to the nearest integer +number of units to drop (the Howard method). FALSE means +interpolate quantiles using R's quantile function.} +} +\description{ +Given a list of impact estimates (all assumed to be estimating a +target impact of 0), calculate the modified standard deviation by +looking an in inner-quartile range rather than the simple standard +deviation. This reduces the effect of small numbers of extreme +outliers, and focuses on central variation. This then gets +converted to a standard error (standard deviation of the results, +in effect.) +} diff --git a/man/get_placebo_gaps.Rd b/man/get_placebo_gaps.Rd new file mode 100644 index 0000000..8f30ff8 --- /dev/null +++ b/man/get_placebo_gaps.Rd @@ -0,0 +1,25 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/permutation.R +\name{get_placebo_gaps} +\alias{get_placebo_gaps} +\title{Run augsynth letting each unit be the treated unit. This +implements the abadie placebo test (e.g., from tobacco paper) but +with the augsynth package.} +\usage{ +get_placebo_gaps(ascm, att = TRUE) +} +\arguments{ +\item{tx.id}{Name/ID of treatment group (not stored in ascm)} +} +\value{ +Dataframe With each row corresponding to a unit (including + the original treated unit) and each column corresponding to a + time point. Each entry is the estimated impact for that unit at + that time, after fitting augsynth on that unit as the tx unit and + the other units as possible controls. +} +\description{ +Run augsynth letting each unit be the treated unit. This +implements the abadie placebo test (e.g., from tobacco paper) but +with the augsynth package. +} diff --git a/man/permutation_inf.Rd b/man/permutation_inf.Rd new file mode 100644 index 0000000..3c2dcbc --- /dev/null +++ b/man/permutation_inf.Rd @@ -0,0 +1,14 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/permutation.R +\name{permutation_inf} +\alias{permutation_inf} +\title{Generate formatted outputs for statistical inference using permutation inference} +\usage{ +permutation_inf(augsynth, inf_type) +} +\arguments{ +\item{augsynth}{An augsynth object.} +} +\description{ +Generate formatted outputs for statistical inference using permutation inference +} diff --git a/man/permutation_plot.Rd b/man/permutation_plot.Rd new file mode 100644 index 0000000..89d87b6 --- /dev/null +++ b/man/permutation_plot.Rd @@ -0,0 +1,23 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/permutation.R +\name{permutation_plot} +\alias{permutation_plot} +\title{Generate permutation plots} +\usage{ +permutation_plot(augsynth, inf_type = "permutation") +} +\arguments{ +\item{inf_type}{Inference type (takes a value of 'permutation' or 'permutation_rstat') +Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are + \itemize{ + \item{"If numeric"}{A multiple of the treated unit's RMSPE above which donor units will be dropped} + \item{"If a character"}{The name or names of donor units to be dropped based on the `unit` parameter in the augsynth model} + } + +with an RMSPE of more than `drop` times the treated units' RMSPE from the donor plot. Defaults to 20x.} + +\item{results}{Results from calling augsynth()} +} +\description{ +Generate permutation plots +} diff --git a/man/plot.augsynth.Rd b/man/plot.augsynth.Rd index 0c8f052..17665e8 100644 --- a/man/plot.augsynth.Rd +++ b/man/plot.augsynth.Rd @@ -4,15 +4,25 @@ \alias{plot.augsynth} \title{Plot function for augsynth} \usage{ -\method{plot}{augsynth}(x, inf = T, cv = F, ...) +\method{plot}{augsynth}(x, ci = TRUE, cv = FALSE, inf_type = NULL, ...) } \arguments{ \item{x}{Augsynth object to be plotted} -\item{inf}{Boolean, whether to get confidence intervals around the point estimates} +\item{ci}{Boolean, whether to get confidence intervals around the point estimates} \item{cv}{If True, plot cross validation MSE against hyper-parameter, otherwise plot effects} +\item{inf_type}{Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are +\itemize{ + \item{"conformal"}{Conformal inference (default)} + \item{"jackknife+"}{Jackknife+ algorithm over time periods} + \item{"jackknife"}{Jackknife over units} + \item{"permutation"}{Placebo permutation, raw ATT} + \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} + \item{"None"}{Return ATT Estimate only} +}} + \item{...}{Optional arguments} } \description{ diff --git a/man/plot.summary.augsynth.Rd b/man/plot.summary.augsynth.Rd index 5d04bab..3c7f1ed 100644 --- a/man/plot.summary.augsynth.Rd +++ b/man/plot.summary.augsynth.Rd @@ -4,13 +4,11 @@ \alias{plot.summary.augsynth} \title{Plot function for summary function for augsynth} \usage{ -\method{plot}{summary.augsynth}(x, inf = T, ...) +\method{plot}{summary.augsynth}(x, inf_type = "conformal", ...) } \arguments{ \item{x}{Summary object} -\item{inf}{Boolean, whether to plot confidence intervals} - \item{...}{Optional arguments} } \description{ diff --git a/man/single_augsynth.Rd b/man/single_augsynth.Rd index 85654d1..7e67584 100644 --- a/man/single_augsynth.Rd +++ b/man/single_augsynth.Rd @@ -14,6 +14,7 @@ single_augsynth( scm = T, fixedeff = FALSE, cov_agg = NULL, + inf_type = "conformal", ... ) } @@ -32,7 +33,7 @@ single_augsynth( ridge=Ridge regression (allows for standard errors), none=No outcome model, en=Elastic Net, RF=Random Forest, GSYN=gSynth, -mcp=MCPanel, +mcp=MCPanel, cits=Comparitive Interuppted Time Series causalimpact=Bayesian structural time series with CausalImpact} @@ -42,7 +43,18 @@ causalimpact=Bayesian structural time series with CausalImpact} \item{cov_agg}{Covariate aggregation functions, if NULL then use mean with NAs omitted} +\item{inf_type}{Type of inference algorithm. Options are +\itemize{ + \item{"conformal"}{Conformal inference (default)} + \item{"jackknife+"}{Jackknife+ algorithm over time periods} + \item{"jackknife"}{Jackknife over units} + \item{"permutation"}{Placebo permutation, raw ATT} + \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} +}} + \item{...}{optional arguments for outcome model} + +\item{plot}{Whether or not to return a plot of the augsynth model} } \value{ augsynth object that contains: diff --git a/man/summary.augsynth.Rd b/man/summary.augsynth.Rd index 8c9905a..ef2830b 100644 --- a/man/summary.augsynth.Rd +++ b/man/summary.augsynth.Rd @@ -2,20 +2,20 @@ % Please edit documentation in R/augsynth.R \name{summary.augsynth} \alias{summary.augsynth} -\title{Summary function for augsynth} +\title{Summary function for augsynth (returns fields calculated by `add_inference()`)} \usage{ -\method{summary}{augsynth}(object, inf = T, inf_type = "conformal", ...) +\method{summary}{augsynth}(object, inf_type = NULL, ...) } \arguments{ \item{object}{augsynth object} -\item{inf}{Boolean, whether to get confidence intervals around the point estimates} - -\item{inf_type}{Type of inference algorithm. Options are +\item{inf_type}{Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are \itemize{ \item{"conformal"}{Conformal inference (default)} \item{"jackknife+"}{Jackknife+ algorithm over time periods} \item{"jackknife"}{Jackknife over units} + \item{"permutation"}{Placebo permutation, raw ATT} + \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} }} \item{...}{Optional arguments for inference, for more details for each `inf_type` see @@ -23,8 +23,9 @@ \item{"conformal"}{`conformal_inf`} \item{"jackknife+"}{`time_jackknife_plus`} \item{"jackknife"}{`jackknife_se_single`} + \item{"permutation"}{`permutation_inf`} }} } \description{ -Summary function for augsynth +Summary function for augsynth (returns fields calculated by `add_inference()`) } diff --git a/man/swap_treat_unit.Rd b/man/swap_treat_unit.Rd new file mode 100644 index 0000000..bcb60e8 --- /dev/null +++ b/man/swap_treat_unit.Rd @@ -0,0 +1,11 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/permutation.R +\name{swap_treat_unit} +\alias{swap_treat_unit} +\title{Take inner data and change which unit is marked as 'treated'} +\usage{ +swap_treat_unit(wide_data, Z, i) +} +\description{ +Take inner data and change which unit is marked as 'treated' +} diff --git a/man/update_augsynth.Rd b/man/update_augsynth.Rd new file mode 100644 index 0000000..565c0ce --- /dev/null +++ b/man/update_augsynth.Rd @@ -0,0 +1,16 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/permutation.R +\name{update_augsynth} +\alias{update_augsynth} +\title{Return a new augsynth object with specified donor units removed} +\usage{ +update_augsynth(augsynth, drop = 20) +} +\arguments{ +\item{augsynth}{Augsynth object to be plotted} + +\item{drop}{Drop donor units, based on pre-treatment RMSPE or unit name(s)} +} +\description{ +Return a new augsynth object with specified donor units removed +} diff --git a/tobacco_replication/tobacco_replication.html b/tobacco_replication/tobacco_replication.html index 830015c..9a39d65 100644 --- a/tobacco_replication/tobacco_replication.html +++ b/tobacco_replication/tobacco_replication.html @@ -11,7 +11,7 @@ - + Permutation inference for the augsynth package @@ -1631,7 +1631,7 @@

Permutation inference for the augsynth package

Replicating Abadie et al. (2010)

Nora Delaney

-

2023-08-15

+

2023-08-23

From 1a3ebd0c4be43a7adf1f00f15b60585a4a0e85cc Mon Sep 17 00:00:00 2001 From: n-delaney Date: Thu, 24 Aug 2023 21:15:19 -0400 Subject: [PATCH 03/36] update text in Rmd file Updates the github directory in tobacco replication vignette --- tobacco_replication/tobacco_replication.Rmd | 2 +- tobacco_replication/tobacco_replication.html | 6 +++--- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/tobacco_replication/tobacco_replication.Rmd b/tobacco_replication/tobacco_replication.Rmd index 07cc1f3..38bcdc0 100644 --- a/tobacco_replication/tobacco_replication.Rmd +++ b/tobacco_replication/tobacco_replication.Rmd @@ -53,7 +53,7 @@ This notebook demonstrates the functionality of several extensions to the `augsy ## Summary of changes -This project currently lives on the [n-delaney/augsynth_rstat](https://github.com/n-delaney/augsynth_rstat) GitHub repository. All changes should (ideally) be backwards compatible, although they are only currently implemented for cases where `single_augsynth()` is executed. The proposed extensions to the `augsynth` package do the following: +This project currently lives on the [n-delaney/augsynth_permutation](https://github.com/n-delaney/augsynth_permutation) GitHub repository. All changes should (ideally) be backwards compatible, although they are only currently implemented for cases where `single_augsynth()` is executed. The proposed extensions to the `augsynth` package do the following: * Add inference output by default to `augsynth` objects, stored in `augsynth$results`. * Extend the inference options available for `augsynth` objects with a single treated unit. Additional options now include `permutation` and `permutation_rstat` (RMSPE-adjusted placebo tests). diff --git a/tobacco_replication/tobacco_replication.html b/tobacco_replication/tobacco_replication.html index 9a39d65..0407282 100644 --- a/tobacco_replication/tobacco_replication.html +++ b/tobacco_replication/tobacco_replication.html @@ -11,7 +11,7 @@ - + Permutation inference for the augsynth package @@ -1631,7 +1631,7 @@

Permutation inference for the augsynth package

Replicating Abadie et al. (2010)

Nora Delaney

-

2023-08-23

+

2023-08-24

@@ -1647,7 +1647,7 @@

Project Overview

augsynth() objects.

Summary of changes

-

This project currently lives on the n-delaney/augsynth_rstat +

This project currently lives on the n-delaney/augsynth_permutation GitHub repository. All changes should (ideally) be backwards compatible, although they are only currently implemented for cases where single_augsynth() is executed. The proposed extensions to From a1b858d77895acd101431e173b3bf9d3864b42f8 Mon Sep 17 00:00:00 2001 From: n-delaney Date: Sun, 24 Sep 2023 21:42:56 -0400 Subject: [PATCH 04/36] default inference Replaces convention of inf = F with inf_type = 'none'. --- .gitignore | 5 ++++- R/augsynth.R | 25 ++++++++++++------------- R/permutation.R | 12 +++++++++--- tests/testthat/test_general.R | 27 ++++++++++++++------------- tests/testthat/test_outcome_models.R | 20 ++++++++++---------- 5 files changed, 49 insertions(+), 40 deletions(-) diff --git a/.gitignore b/.gitignore index af74ec9..6d91d63 100644 --- a/.gitignore +++ b/.gitignore @@ -13,7 +13,7 @@ inst/doc # R stuff *.Rout *.Rhistory -*.RData +*.RData *.Rapp.history # Mac stuff @@ -29,3 +29,6 @@ test.R *-vignette.pdf .Rproj.user + +# scratch folder +\scratch diff --git a/R/augsynth.R b/R/augsynth.R index 083234b..0ee31cc 100644 --- a/R/augsynth.R +++ b/R/augsynth.R @@ -51,7 +51,7 @@ single_augsynth <- function(form, unit, time, t_int, data, scm=T, fixedeff = FALSE, cov_agg=NULL, - inf_type='conformal', ...) { + inf_type='None', ...) { call_name <- match.call() form <- Formula::Formula(form) @@ -96,7 +96,7 @@ single_augsynth <- function(form, unit, time, t_int, data, augsynth$raw_data <- data augsynth$form <- form - if (inf_type != 'None') { + if (tolower(inf_type) != 'none') { augsynth <- add_inference(augsynth, inf_type = inf_type) } @@ -275,7 +275,7 @@ plot.augsynth <- function(x, ci = TRUE, cv = FALSE, } } - if (inf_type == 'None') { + if (tolower(inf_type) == 'none') { inf <- FALSE ci <- FALSE } else { @@ -360,13 +360,7 @@ add_inference <- function(object, inf_type = "conformal", ...) { t0 <- ncol(augsynth$data$X) t_final <- t0 + ncol(augsynth$data$y) - # if (inf_type == 'None') { - # inf = F - # } else { - # inf = T - # } - - if (inf_type != "None") { + if (tolower(inf_type) != "none") { if(inf_type == "jackknife") { att_se <- jackknife_se_single(augsynth) @@ -462,9 +456,14 @@ summary.augsynth <- function(object, inf_type = NULL, ...) { inf_type <- 'conformal' } } - if (is.null(augsynth$results) | (augsynth$results$inf_type != inf_type)) { + if (is.null(augsynth$results)) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } else if (augsynth$results$inf_type != inf_type) { augsynth <- add_inference(augsynth, inf_type = inf_type) } + # if (is.null(augsynth$results) | (augsynth$results$inf_type != inf_type)) { + # augsynth <- add_inference(augsynth, inf_type = inf_type) + # } summ <- augsynth$results @@ -628,7 +627,7 @@ print.summary.augsynth <- function(x, ...) { plot.summary.augsynth <- function(x, inf_type = 'conformal', ...) { summ <- x - if (inf_type != 'None') { + if (tolower(inf_type) != 'none') { inf = T } else{ inf = F @@ -668,7 +667,7 @@ augsynth_plot_from_results <- function(augsynth, inf_type = NULL, ...) { inf_type <- 'conformal' } } - if (inf_type != "None") { + if (tolower(inf_type) != "none") { inf = T } else { inf = F diff --git a/R/permutation.R b/R/permutation.R index 53c8d28..c5c8afb 100644 --- a/R/permutation.R +++ b/R/permutation.R @@ -527,7 +527,9 @@ augsynth_gap_plot <- function(augsynth, measure = c("synth", "average")) { #' @export donor_table <- function(augsynth) { - if (!augsynth$results$inf_type %in% c("permutation", "permutaton_rstat")) { + if (is.null(augsynth$results)) { + augsynth <- add_inference(augsynth, inf_type = 'permutation') + } else if ((!augsynth$results$inf_type %in% c("permutation", "permutaton_rstat")) | is.null(augsynth$results)) { augsynth <- add_inference(augsynth, inf_type = 'permutation') } @@ -550,10 +552,14 @@ donor_table <- function(augsynth) { #' @export update_augsynth <- function(augsynth, drop = 20){ - inf_type <- augsynth$results$inf_type + if (is.null(augsynth$results)){ + inf_type = 'none' + } else { + inf_type <- augsynth$results$inf_type + } # run placebo tests if necessary - if (!augsynth$results$inf_type %in% c('permutation', 'permutation_rstat')) { + if (!inf_type %in% c('permutation', 'permutation_rstat')) { augsynth <- add_inference(augsynth, inf_type = 'permutation') } diff --git a/tests/testthat/test_general.R b/tests/testthat/test_general.R index ccacb36..1f02507 100644 --- a/tests/testthat/test_general.R +++ b/tests/testthat/test_general.R @@ -9,12 +9,12 @@ basque <- basque %>% mutate(trt = case_when(year < 1975 ~ 0, filter(regionno != 1) - + test_that("SCM gives the right answer", { syn <- augsynth(gdpcap ~ trt, regionno, year, basque, progfunc="None", scm=T, t_int=1975) ## average att estimate is as expected - expect_equal(-.3686, mean(summary(syn, inf = F)$att$Estimate), tolerance=1e-4) + expect_equal(-.3686, mean(summary(syn, inf_type = 'none')$att$Estimate), tolerance=1e-4) ## level of balance is as expected @@ -30,12 +30,12 @@ test_that("SCM finds the correct t_int and gives the right answer", { syn2 <- augsynth(gdpcap ~ trt, regionno, year, basque, progfunc = "None", scm = T, t_int = 1975) ## average att estimate is as expected - expect_equal(mean(summary(syn1, inf = F)$att$Estimate), - mean(summary(syn2, inf = F)$att$Estimate), tolerance=1e-4) - + expect_equal(mean(summary(syn1, inf_type = 'none')$att$Estimate), + mean(summary(syn2, inf_type = 'none')$att$Estimate), tolerance=1e-4) + ## level of balance is as expected expect_equal(syn1$l2_imbalance, syn2$l2_imbalance, tolerance=1e-3) - + } ) @@ -46,7 +46,7 @@ test_that("Ridge ASCM gives the right answer", { scm=T, lambda=8) ## average att estimate is as expected - expect_equal(-.3696, mean(summary(asyn, inf = F)$att$Estimate), tolerance=1e-3) + expect_equal(-.3696, mean(summary(asyn, inf_type = 'none')$att$Estimate), tolerance=1e-3) ## level of balance is as expected expect_equal(.373, asyn$l2_imbalance, tolerance=1e-3) @@ -66,7 +66,7 @@ test_that("SCM after residualizing covariates gives the right answer", { ## average att estimate is as expected expect_equal(-.1443, - mean(summary(covsyn_resid, inf = F)$att$Estimate), + mean(summary(covsyn_resid, inf_type = 'none')$att$Estimate), tolerance = 1e-3) ## level of balance is as expected @@ -87,7 +87,7 @@ test_that("Ridge ASCM with covariates jointly gives the right answer", { ## average att estimate is as expected expect_equal(-.3345, - mean(summary(covsyn_noresid, inf = F)$att$Estimate), + mean(summary(covsyn_noresid, inf_type = 'none')$att$Estimate), tolerance = 1e-3) ## level of balance is as expected @@ -111,7 +111,7 @@ test_that("Ridge ASCM after residualizing covariates gives the right answer", { ## average att estimate is as expected expect_equal(-.123, - mean(summary(covascm_resid, inf = F)$att$Estimate), + mean(summary(covascm_resid, inf_type = 'none')$att$Estimate), tolerance = 1e-3) ## level of balance is as expected @@ -133,7 +133,7 @@ test_that("Ridge ASCM with covariates jointly gives the right answer", { ## average att estimate is as expected expect_equal(-.267, - mean(summary(covascm_noresid, inf = F)$att$Estimate), + mean(summary(covascm_noresid, inf_type = 'none')$att$Estimate), tolerance = 1e-3) ## level of balance is as expected @@ -149,8 +149,9 @@ test_that("Ridge ASCM with covariates jointly gives the right answer", { test_that("Warning given when inputting an unused argument", { expect_warning( - augsynth(gdpcap ~ trt| invest + popdens, regionno, year, basque, - progfunc="Ridge", scm=T, lambda=8, t_int = 1975, + augsynth(gdpcap ~ trt| invest + popdens, regionno, year, basque, + progfunc="Ridge", scm=T, lambda=8, t_int = 1975, bad_param = "Unused input parameter"), ) }) + diff --git a/tests/testthat/test_outcome_models.R b/tests/testthat/test_outcome_models.R index 2eccdb9..cbe6c1b 100644 --- a/tests/testthat/test_outcome_models.R +++ b/tests/testthat/test_outcome_models.R @@ -10,7 +10,7 @@ basque <- basque %>% mutate(trt = case_when(year < 1975 ~ 0, filter(regionno != 1) - + test_that("Augmenting synth with glmnet runs", { if(!requireNamespace("glmnet", quietly = TRUE)) { @@ -24,7 +24,7 @@ test_that("Augmenting synth with glmnet runs", { ## should run because glmnet is installed expect_error(augsynth(gdpcap ~ trt, regionno, year, basque, progfunc="EN", scm=T), - NA) + NA) } ) @@ -43,7 +43,7 @@ test_that("Augmenting synth with random forest runs", { ## should run because randomForest is installed expect_error(augsynth(gdpcap ~ trt, regionno, year, basque, progfunc="RF", scm=T), - NA) + NA) } ) @@ -54,7 +54,7 @@ test_that("Augmenting synth with gsynth runs and produces the correct result", { if(!requireNamespace("gsynth", quietly = TRUE)) { ## should fail because gsynth isn't installed - expect_error(augsynth(gdpcap ~ trt, regionno, year, basque, + expect_error(augsynth(gdpcap ~ trt, regionno, year, basque, progfunc="GSYN", scm=T), "you must install the gsynth package") @@ -64,13 +64,13 @@ test_that("Augmenting synth with gsynth runs and produces the correct result", { ## should run because gsynth is installed expect_error( - augsynth(gdpcap ~ trt, regionno, year, basque, + augsynth(gdpcap ~ trt, regionno, year, basque, progfunc = "GSYN", scm = T, CV = 0, r = 4), NA) asyn_gsyn <- augsynth(gdpcap ~ trt, regionno, year, basque, progfunc = "GSYN", scm = F, CV = 0, r = 4) - expect_equal(summary(asyn_gsyn, inf = F)$average_att$Estimate, - -0.1444637, tolerance=1e-4) + expect_equal(summary(asyn_gsyn, inf_type = 'none')$average_att$Estimate, + -0.1444637, tolerance=1e-4) } ) @@ -85,10 +85,10 @@ test_that("Augmenting synth with MCPanel runs", { } else { ## should run because MCPanel is installed expect_error(augsynth(gdpcap ~ trt, regionno, year, basque, progfunc="MCP", scm=T), - NA) + NA) } - + } ) @@ -108,6 +108,6 @@ test_that("Augmenting synth with CausalImpact runs", { ## should run because CausalImpact is installed expect_error(augsynth(gdpcap ~ trt, regionno, year, basque, progfunc="CausalImpact", scm=T), - NA) + NA) } ) From 12da90235b9c8a2ecdeb32efdbc933f37bd10a79 Mon Sep 17 00:00:00 2001 From: n-delaney Date: Fri, 26 Jan 2024 16:25:46 -0500 Subject: [PATCH 05/36] integrate feedback - Separates out inference from estimation. Sets augsynth(inf = "none") by default, which should be backwards compatible. - Adds plot_type as an argument for plot.augsynth (allows user to specify the "name" of the desired outputted plot). - Adds the option to generate a donor table (synthetic control weights and RMSPEs for any inference type) - Ensures that all existing tests execute successfully. --- NAMESPACE | 2 +- R/augsynth.R | 174 ++++++++++-------- R/permutation.R | 6 +- ..._gap_plot.Rd => augsynth_outcomes_plot.Rd} | 6 +- man/plot.augsynth.Rd | 4 +- man/plot.summary.augsynth.Rd | 2 +- man/single_augsynth.Rd | 2 +- 7 files changed, 106 insertions(+), 90 deletions(-) rename man/{augsynth_gap_plot.Rd => augsynth_outcomes_plot.Rd} (80%) diff --git a/NAMESPACE b/NAMESPACE index 10e7828..3f0bdca 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -20,8 +20,8 @@ S3method(summary,augsynth_multiout) S3method(summary,multisynth) export(add_inference) export(augsynth) -export(augsynth_gap_plot) export(augsynth_multiout) +export(augsynth_outcomes_plot) export(augsynth_plot_from_results) export(donor_table) export(multisynth) diff --git a/R/augsynth.R b/R/augsynth.R index 0ee31cc..96bad30 100644 --- a/R/augsynth.R +++ b/R/augsynth.R @@ -238,11 +238,10 @@ print.augsynth <- function(x, ...) { format(round(mean(att_post),3), nsmall = 3), "\n\n", sep="")) } - #' Plot function for augsynth #' @importFrom graphics plot #' -#' @param x Augsynth object to be plotted +#' @param augsynth Augsynth object to be plotted #' @param ci Boolean, whether to get confidence intervals around the point estimates #' @param cv If True, plot cross validation MSE against hyper-parameter, otherwise plot effects #' @param inf_type Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are @@ -263,79 +262,88 @@ print.augsynth <- function(x, ...) { #' } #' @param ... Optional arguments #' @export -plot.augsynth <- function(x, ci = TRUE, cv = FALSE, +plot.augsynth <- function(augsynth, cv = FALSE, + plot_type = 'estimate', inf_type = NULL, ...) { - augsynth <- x - if (is.null(inf_type)) { - if (!is.null(augsynth$results)) { - inf_type <- augsynth$results$inf_type - } else { - inf_type <- 'conformal' - } - } + if (is.null(inf_type) & !is.null(augsynth$results)) { + inf_type = augsynth$results$inf_type + } - if (tolower(inf_type) == 'none') { - inf <- FALSE - ci <- FALSE + # if no inf_type is set to "none", then only return a raw treatment estimate or an outcomes plot (treated/synth trajectories) + if ((inf_type %in% c('None', 'none')) & (!grepl('outcomes', plot_type))) { + plot_type = 'estimate only' + } + + if ((plot_type == 'placebo') & (!inf_type %in% c('permutation', 'permutation_rstat'))) { + message("Placebo plots are only available for permutation-based inference.") + return(augsynth_plot_from_results(augsynth, inf_type = 'none')) + } + + if (is.null(inf_type)) { + if (!is.null(augsynth$results)) { + inf_type <- augsynth$results$inf_type } else { - inf <- TRUE + inf_type <- 'conformal' } + } - if (is.null(augsynth$results)) { - augsynth <- add_inference(augsynth, inf_type = inf_type) - } + if (is.null(augsynth$results)) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } - if (cv == T) { - errors = data.frame(lambdas = augsynth$lambdas, - errors = augsynth$lambda_errors, - errors_se = augsynth$lambda_errors_se) - p <- ggplot2::ggplot(errors, ggplot2::aes(x = lambdas, y = errors)) + - ggplot2::geom_point(size = 2) + - ggplot2::geom_errorbar( - ggplot2::aes(ymin = errors, - ymax = errors + errors_se), - width=0.2, size = 0.5) - p <- p + ggplot2::labs(title = bquote("Cross Validation MSE over " ~ lambda), - x = expression(lambda), y = "Cross Validation MSE", - parse = TRUE) - p <- p + ggplot2::scale_x_log10() - - # find minimum and min + 1se lambda to plot - min_lambda <- choose_lambda(augsynth$lambdas, - augsynth$lambda_errors, - augsynth$lambda_errors_se, - F) - min_1se_lambda <- choose_lambda(augsynth$lambdas, - augsynth$lambda_errors, - augsynth$lambda_errors_se, - T) - min_lambda_index <- which(augsynth$lambdas == min_lambda) - min_1se_lambda_index <- which(augsynth$lambdas == min_1se_lambda) - - p <- p + ggplot2::geom_point( - ggplot2::aes(x = min_lambda, - y = augsynth$lambda_errors[min_lambda_index]), - color = "gold") - p + ggplot2::geom_point( - ggplot2::aes(x = min_1se_lambda, - y = augsynth$lambda_errors[min_1se_lambda_index]), - color = "gold") + - ggplot2::theme_bw() - return(p) - } else if (ci == T & inf_type %in% c("permutation", "permutation_rstat")) { - p <- ci95_rstat_plot(augsynth, inf_type = inf_type) - } else if (ci == F & inf_type %in% c("permutation", "permutation_rstat")) { - p <- permutation_plot(augsynth, inf_type = inf_type, ...) - } else { - if (ci == F & !(inf_type %in% c("permutation", "permutation_rstat"))) { - message(paste0("Setting ci = F with inf_type = '", inf_type, "' returns ATT Estimate only")) - } - p <- augsynth_plot_from_results(augsynth, inf = ci, inf_type = inf_type) - } + if (cv == T) { + errors = data.frame(lambdas = augsynth$lambdas, + errors = augsynth$lambda_errors, + errors_se = augsynth$lambda_errors_se) + p <- ggplot2::ggplot(errors, ggplot2::aes(x = lambdas, y = errors)) + + ggplot2::geom_point(size = 2) + + ggplot2::geom_errorbar( + ggplot2::aes(ymin = errors, + ymax = errors + errors_se), + width=0.2, size = 0.5) + p <- p + ggplot2::labs(title = bquote("Cross Validation MSE over " ~ lambda), + x = expression(lambda), y = "Cross Validation MSE", + parse = TRUE) + p <- p + ggplot2::scale_x_log10() + + # find minimum and min + 1se lambda to plot + min_lambda <- choose_lambda(augsynth$lambdas, + augsynth$lambda_errors, + augsynth$lambda_errors_se, + F) + min_1se_lambda <- choose_lambda(augsynth$lambdas, + augsynth$lambda_errors, + augsynth$lambda_errors_se, + T) + min_lambda_index <- which(augsynth$lambdas == min_lambda) + min_1se_lambda_index <- which(augsynth$lambdas == min_1se_lambda) + + p <- p + ggplot2::geom_point( + ggplot2::aes(x = min_lambda, + y = augsynth$lambda_errors[min_lambda_index]), + color = "gold") + p + ggplot2::geom_point( + ggplot2::aes(x = min_1se_lambda, + y = augsynth$lambda_errors[min_1se_lambda_index]), + color = "gold") + + ggplot2::theme_bw() return(p) + } else if (plot_type == 'estimate only') { + p <- augsynth_plot_from_results(augsynth, inf_type = 'none') + } else if (plot_type == 'estimate') { + p <- augsynth_plot_from_results(augsynth, inf_type = inf_type) + } else if (grepl('placebo', plot_type)) { + p <- permutation_plot(augsynth, inf_type = inf_type) + } else if (plot_type == 'outcomes') { + p <- augsynth_outcomes_plot(augsynth, measure = 'synth') + } else if (plot_type == 'outcomes raw average') { + p <- augsynth_outcomes_plot(augsynth, measure = c('synth', 'average')) + } + return(p) } + #' Function to add inference to augsynth object #' @param object augsynth object #' @param inf_type Type of inference algorithm. Options are @@ -624,7 +632,7 @@ print.summary.augsynth <- function(x, ...) { #' @param x Summary object #' @param ... Optional arguments #' @export -plot.summary.augsynth <- function(x, inf_type = 'conformal', ...) { +plot.summary.augsynth <- function(x, inf = NULL, inf_type = 'conformal', ...) { summ <- x if (tolower(inf_type) != 'none') { @@ -660,6 +668,8 @@ plot.summary.augsynth <- function(x, inf_type = 'conformal', ...) { #' @export augsynth_plot_from_results <- function(augsynth, inf_type = NULL, ...) { + stopifnot(tolower(inf_type) %in% c('conformal', 'jackknife', 'jackknife+', 'permutation', 'permutation_rstat', 'none')) + if (is.null(inf_type)) { if (!is.null(augsynth$results)) { inf_type <- augsynth$results$inf_type @@ -667,33 +677,37 @@ augsynth_plot_from_results <- function(augsynth, inf_type = NULL, ...) { inf_type <- 'conformal' } } - if (tolower(inf_type) != "none") { - inf = T + + if (tolower(inf_type) == 'none') { + ci = F } else { - inf = F + ci = T } - if (is.null(augsynth$results) | (augsynth$results$inf_type != inf_type)) { + if (is.null(augsynth$results)) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } else if (augsynth$results$inf_type != inf_type) { augsynth <- add_inference(augsynth, inf_type = inf_type) } p <- augsynth$results$att %>% - ggplot2::ggplot(ggplot2::aes(x=Time, y=Estimate)) - if(inf) { + ggplot2::ggplot(ggplot2::aes(x = Time, y = Estimate)) + + if (ci) { if(all(is.na(augsynth$results$att$lower_bound))) { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=Estimate-2*Std.Error, - ymax=Estimate+2*Std.Error), - alpha=0.2) + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin = Estimate - 2 * Std.Error, + ymax = Estimate + 2 * Std.Error), + alpha = 0.2) } else { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=lower_bound, - ymax=upper_bound), - alpha=0.2) + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin = lower_bound, + ymax = upper_bound), + alpha = 0.2) } } p <- p + ggplot2::geom_line() + - ggplot2::geom_vline(xintercept=augsynth$t_int, lty=2) + - ggplot2::geom_hline(yintercept=0, lty=2) + + ggplot2::geom_vline(xintercept = augsynth$t_int, lty = 2) + + ggplot2::geom_hline(yintercept = 0, lty = 2) + ggplot2::labs(x = augsynth$time_var) + ggplot2::theme_bw() diff --git a/R/permutation.R b/R/permutation.R index c5c8afb..2dab08e 100644 --- a/R/permutation.R +++ b/R/permutation.R @@ -485,7 +485,7 @@ permutation_inf <- function(augsynth, inf_type) { #' @param augsynth Augsynth object to be plotted #' @param measure Whether to plot the synthetic counterfactual or the raw average of donor units #' @export -augsynth_gap_plot <- function(augsynth, measure = c("synth", "average")) { +augsynth_outcomes_plot <- function(augsynth, measure = c("synth", "average")) { trt_index <- which(augsynth$data$trt == 1) df <- bind_cols(augsynth$data$X, augsynth$data$y) @@ -516,7 +516,9 @@ augsynth_gap_plot <- function(augsynth, measure = c("synth", "average")) { y = 'Outcome') + ggplot2::ylim(min_y, max_y) + ggplot2::theme_bw() + - ggplot2::theme(legend.position = c(0.75, 0.88)) + ggplot2::theme(legend.position = c(0.75, 0.88), + legend.key = element_rect(fill = alpha("white", 0.5)), + legend.background = element_rect(fill = alpha("white", 0))) return(p) } diff --git a/man/augsynth_gap_plot.Rd b/man/augsynth_outcomes_plot.Rd similarity index 80% rename from man/augsynth_gap_plot.Rd rename to man/augsynth_outcomes_plot.Rd index 564372e..c25f880 100644 --- a/man/augsynth_gap_plot.Rd +++ b/man/augsynth_outcomes_plot.Rd @@ -1,10 +1,10 @@ % Generated by roxygen2: do not edit by hand % Please edit documentation in R/permutation.R -\name{augsynth_gap_plot} -\alias{augsynth_gap_plot} +\name{augsynth_outcomes_plot} +\alias{augsynth_outcomes_plot} \title{Plot function returning the original level of the outcome variable for the treated unit and its synthetic counterfactual} \usage{ -augsynth_gap_plot(augsynth, measure = c("synth", "average")) +augsynth_outcomes_plot(augsynth, measure = c("synth", "average")) } \arguments{ \item{augsynth}{Augsynth object to be plotted} diff --git a/man/plot.augsynth.Rd b/man/plot.augsynth.Rd index 17665e8..db8fc2d 100644 --- a/man/plot.augsynth.Rd +++ b/man/plot.augsynth.Rd @@ -4,12 +4,12 @@ \alias{plot.augsynth} \title{Plot function for augsynth} \usage{ -\method{plot}{augsynth}(x, ci = TRUE, cv = FALSE, inf_type = NULL, ...) +\method{plot}{augsynth}(x, plot_type = NULL, inf = TRUE, cv = FALSE, inf_type = NULL, ...) } \arguments{ \item{x}{Augsynth object to be plotted} -\item{ci}{Boolean, whether to get confidence intervals around the point estimates} +\item{inf}{Boolean, whether to get confidence intervals around the point estimates#'} \item{cv}{If True, plot cross validation MSE against hyper-parameter, otherwise plot effects} diff --git a/man/plot.summary.augsynth.Rd b/man/plot.summary.augsynth.Rd index 3c7f1ed..e7d4748 100644 --- a/man/plot.summary.augsynth.Rd +++ b/man/plot.summary.augsynth.Rd @@ -4,7 +4,7 @@ \alias{plot.summary.augsynth} \title{Plot function for summary function for augsynth} \usage{ -\method{plot}{summary.augsynth}(x, inf_type = "conformal", ...) +\method{plot}{summary.augsynth}(x, inf = NULL, inf_type = "conformal", ...) } \arguments{ \item{x}{Summary object} diff --git a/man/single_augsynth.Rd b/man/single_augsynth.Rd index 7e67584..87edecb 100644 --- a/man/single_augsynth.Rd +++ b/man/single_augsynth.Rd @@ -14,7 +14,7 @@ single_augsynth( scm = T, fixedeff = FALSE, cov_agg = NULL, - inf_type = "conformal", + inf_type = "None", ... ) } From d5b21d750f7226b7c720c03d48dca07b9448824b Mon Sep 17 00:00:00 2001 From: n-delaney Date: Thu, 1 Feb 2024 22:07:07 -0500 Subject: [PATCH 06/36] update tobacco replication vignette --- R/augsynth.R | 22 +++-- tobacco_replication/tobacco_replication.Rmd | 45 +++++----- tobacco_replication/tobacco_replication.html | 83 +++++++++++------- .../Format figures 2 comparison-2.png | Bin 71126 -> 71574 bytes .../Format figures 3 comparison-2.png | Bin 61557 -> 67209 bytes .../figure-html/Gap plot with average-1.png | Bin 74789 -> 75499 bytes 6 files changed, 95 insertions(+), 55 deletions(-) diff --git a/R/augsynth.R b/R/augsynth.R index 96bad30..18048a5 100644 --- a/R/augsynth.R +++ b/R/augsynth.R @@ -242,7 +242,14 @@ print.augsynth <- function(x, ...) { #' @importFrom graphics plot #' #' @param augsynth Augsynth object to be plotted -#' @param ci Boolean, whether to get confidence intervals around the point estimates +#' @param plot_type The stylized plot type to be returned. Options include +#' \itemize{ +#' \item{"estimate"}{The ATT and 95% confidence interval} +#' \item{"estimate only"}{The ATT without a confidence interval} +#' \item{"outcomes"}{The level of the outcome variable for the treated and synthetic control units.} +#' \item{"outcomes raw average"}{The level of the outcome variable for the treated and synthetic control units, along with the raw average of the donor units.} +#' \item{"placebo"}{The ATTs resulting from placebo tests on the donor units.} +#' } #' @param cv If True, plot cross validation MSE against hyper-parameter, otherwise plot effects #' @param inf_type Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are #' \itemize{ @@ -262,22 +269,27 @@ print.augsynth <- function(x, ...) { #' } #' @param ... Optional arguments #' @export -plot.augsynth <- function(augsynth, cv = FALSE, +plot.augsynth <- function(augsynth, + cv = FALSE, # ND note — not sure what this does? plot_type = 'estimate', inf_type = NULL, ...) { if (is.null(inf_type) & !is.null(augsynth$results)) { inf_type = augsynth$results$inf_type + } else if (is.null(inf_type) & is.null(augsynth$results)) { + # if no inf_type given for a basic (backwards compatible) augsynth object, set inf_type to conformal + inf_type = 'conformal' } - # if no inf_type is set to "none", then only return a raw treatment estimate or an outcomes plot (treated/synth trajectories) + # if inf_type is set to "none", then only return a raw treatment estimate or an outcomes plot (treated/synth trajectories) if ((inf_type %in% c('None', 'none')) & (!grepl('outcomes', plot_type))) { plot_type = 'estimate only' } + # if the user specifies the "placebo" plot type without accompanying inference, default to placebo and show message if ((plot_type == 'placebo') & (!inf_type %in% c('permutation', 'permutation_rstat'))) { - message("Placebo plots are only available for permutation-based inference.") - return(augsynth_plot_from_results(augsynth, inf_type = 'none')) + message('Placebo plots are only available for permutation-based inference. The plot shows results from "inf_type = "permutation""') + return(permutation_plot(augsynth, inf_type = 'permutation')) } if (is.null(inf_type)) { diff --git a/tobacco_replication/tobacco_replication.Rmd b/tobacco_replication/tobacco_replication.Rmd index 38bcdc0..7e1fcff 100644 --- a/tobacco_replication/tobacco_replication.Rmd +++ b/tobacco_replication/tobacco_replication.Rmd @@ -55,15 +55,20 @@ This notebook demonstrates the functionality of several extensions to the `augsy This project currently lives on the [n-delaney/augsynth_permutation](https://github.com/n-delaney/augsynth_permutation) GitHub repository. All changes should (ideally) be backwards compatible, although they are only currently implemented for cases where `single_augsynth()` is executed. The proposed extensions to the `augsynth` package do the following: -* Add inference output by default to `augsynth` objects, stored in `augsynth$results`. -* Extend the inference options available for `augsynth` objects with a single treated unit. Additional options now include `permutation` and `permutation_rstat` (RMSPE-adjusted placebo tests). +* Add the option to include inference in `augsynth` objects (in addition to summary objects). Inference details are stored in `augsynth$results`. +* Extend the inference options available for `augsynth` objects with a single treated unit. Additional options now include placebo-based inference through the `inf_type = permutation` and `inf_type = permutation_rstat` (RMSPE-adjusted placebo tests). * Modify `summary.augsynth()` * If an `augsynth` does not already have inference results, `summary.augsynth()` will calculate them. - * It's also possible to use `summary.augsynth()` to re-do inference on an existing model with different characteristics (for example, switching from the default of `conformal` to `permutation`). + * It's also possible to use `summary.augsynth()` to re-do inference on an existing model with different characteristics (for example, switching from the default of "conformal" to "permutation" inference). * Moves inference calculations from `summary.augsynth()` to `add_inference()`, a function that handles inference calculations, whether executed as part of `augsynth()` or `summary.augsynth()` * Add flexibility to `plot.augsynth()` - * Allow users to choose from inference types - * Include flags to include confidence intervals, the ATT only, or ATT and placebo tests. + * Allow users to choose from or update inference types for a given `augsynth` model (ex. comparing plots using conformal and placebo inference). + * Allow users to select from a number of stylized plots using the `plot_type` argument (the default is the ATT estimate and 95% confidence intervavl): + * "estimate" — The ATT and 95% confidence interval + * "estimate only" — The ATT without a confidence interval + * "outcomes" — The level of the outcome variable for the treated and synthetic control units. + * "outcomes raw average" — The level of the outcome variable for the treated and synthetic control units, along with the raw average of the donor units. + * "placebo" — The ATTs resulting from placebo tests on the donor units. * `plot.summary.augsynth()` should still be backwards compatible but no longer handles most of the plotting. * Add `augsynth_gap_plot()`, which shows the outcome trajectory of the treated unit, its synthetic counterfactual, and (optionally) the simple average of donor units. @@ -281,27 +286,26 @@ syn_rstat$results$permutations$placebo_dist ### Plotting `augsynth` models -The proposed extensions to plotting capabilities include the possibility to customize the inferential features of plots and to easily generate plots showing placebo tests, when appropriate. - -Like the updates to `summary.augsynth()`, changes to `plot.augsynth()` use the inferential features of the provided `augsynth` object, or otherwise allow users to specify the desired inferential features +The proposed extensions to plotting capabilities include the possibility to customize the inferential features of plots and to easily generate plots showing the ATTs from placebo tests, when appropriate. Like the updates to `summary.augsynth()`, changes to `plot.augsynth()` use the inferential features of the provided `augsynth` object, or otherwise allow users to specify the desired inferential feature. +If `plot()` is called on a model object, it will return an ATT estimate with a 95% confidence interval calculated using conformal inference. ```{r fig.width=4.5, fig.height=3.25} plot(syn) + labs(title = 'Conformal inference (default)') ``` -Setting `ci = FALSE` with inference types of `permutation` or `permutation_rstat` will return a plot showing each placebo test. Otherwise, for other inference types, it will return only the ATT estimate. +Setting `plot_type = "placebo"` with inference types of `permutation` or `permutation_rstat` will return a plot showing each placebo test. Otherwise, for other inference types, it will return only the ATT estimate. ```{r fig.width=4.5, fig.height=4} plot(syn, + plot_type = 'placebo', inf_type = 'permutation', - ci = F # option to turn off 95% confidence intervals ) + ggtitle("Replication of Abadie et al. (2010), Figure 4") ``` ```{r fig.width=4.5, fig.height=3.25} -p <- plot(syn, ci = F) + ggtitle("Replication of Abadie et al. (2010), Figure 3") +p <- plot(syn, plot_type = 'estimate only') + ggtitle("Replication of Abadie et al. (2010), Figure 3") ``` ```{r Format figures 3 comparison, echo=FALSE, fig.show="hold", fig.align='default', fig.height=4, fig.width=4.6} @@ -311,10 +315,10 @@ p -If a gap plot is desired, the user can call `augsynth_gap_plot()` on an `ausynth` object. +If an outcomes plot is desired, the user can call `plot(plot_type = 'outcomes')` on an `augsynth` object. The same result can be achieved using the `augsynth_outcomes_plot()` function. ```{r fig.width=4.5, fig.height=4} -p <- augsynth_gap_plot(syn_rstat, measure = 'synth') + +p <- plot(syn_rstat, plot_type = 'outcomes') + ggtitle("Replication of Abadie et al. (2010), Figure 2") ``` @@ -323,10 +327,10 @@ path_plot p ``` -By default, `augsynth_gap_plot()` will return both the raw average of donor units and the synthetic counterfactual. +By default, `augsynth_outcomes_plot()` will return both the raw average of donor units and the synthetic counterfactual. ```{r Gap plot with average, echo=TRUE, fig.show="hold", fig.align='default', fig.height=4, fig.width=4.6} -augsynth_gap_plot(syn_rstat) +augsynth_outcomes_plot(syn_rstat) ``` ### Examining donor units and RMSPE @@ -343,17 +347,18 @@ In addition, augsynth models can be customized to exclude certain donor units. I Updated augsynth models will inherit the inference type, formula, and data structure of the original model. ```{r Figures 6 and 7, echo=TRUE, eval=TRUE, fig.show="hold", fig.align='default', fig.height=4.5, fig.width=4.6} - update_augsynth(syn) %>% # drops units with >20x treated RMSPE by default - plot(ci = F, inf_type = 'permutation') + + plot(plot_type = 'placebo', inf_type = 'permutation') + ggtitle("Replication of Abadie et al. (2010), Figure 5") + ylim(-51, 91) + annotate('text', y = -48, x = 1970, label = "Removes donors with 20x California's pre-treatment RMSPE", hjust = 0, color = 'darkseagreen', size = 3) -update_augsynth(syn, drop = 5) %>% plot(ci = F, inf_type = 'permutation') + +update_augsynth(syn, drop = 5) %>% + plot(plot_type = 'placebo', inf_type = 'permutation') + ggtitle("Replication of Abadie et al. (2010), Figure 6") + ylim(-51, 91) + annotate('text', y = -48, x = 1970, label = "Removes donors with 5x California's pre-treatment RMSPE", hjust = 0, color = 'darkseagreen', size = 3) -update_augsynth(syn, drop = 2) %>% plot(ci = F, inf_type = 'permutation') + +update_augsynth(syn, drop = 2) %>% + plot(plot_type = 'placebo', inf_type = 'permutation') + ggtitle("Replication of Abadie et al. (2010), Figure 7") + ylim(-51, 91) + annotate('text', y = -48, x = 1970, label = "Removes donors with 2x California's pre-treatment RMSPE", hjust = 0, color = 'darkseagreen', size = 3) @@ -366,6 +371,6 @@ drop_states <- c("Iowa", "Arizona", "Alabama", "Illinois", "Indiana", "Idaho", " "New Mexico", "Texas", "Utah", "North Dakota", "South Dakota", "Vermont", "Wisconsin", "West Virginia", "Wyoming", "Tennessee", "Pennsylvania") -update_augsynth(syn, drop = drop_states) %>% plot(ci = F, inf_type = 'permutation') +update_augsynth(syn, drop = drop_states) %>% plot(plot_type = 'placebo', inf_type = 'permutation') ``` diff --git a/tobacco_replication/tobacco_replication.html b/tobacco_replication/tobacco_replication.html index 0407282..2d0f143 100644 --- a/tobacco_replication/tobacco_replication.html +++ b/tobacco_replication/tobacco_replication.html @@ -11,7 +11,7 @@ - + Permutation inference for the augsynth package @@ -1631,7 +1631,7 @@

Permutation inference for the augsynth package

Replicating Abadie et al. (2010)

Nora Delaney

-

2023-08-24

+

2024-02-01

@@ -1653,20 +1653,22 @@

Summary of changes

single_augsynth() is executed. The proposed extensions to the augsynth package do the following:

@@ -1732,10 +1726,10 @@

Model setup

jackknife+), but also permutation and permutation_rstat (RMSPE-adjusted permutation inference), which are calculated using placebo tests.

-

All inference results (similar to those previously returned by -summmary.augsynth() are stored in -augsynth$results by default when -augsynth(..., inf = TRUE).

+

All inference results, similar to those previously returned by +summmary.augsynth(), are stored in +augsynth$results by default when the inf_type +argument is specified.

# Basic SCM with covariates
 syn <- augsynth(form = cigsalepcap ~ treated | retprice + xxincome + K1_r_15_24,
                  unit = state,
@@ -1775,7 +1769,7 @@ 

Summmarizing results

syn_new <- add_inference(syn, inf_type = 'jackknife')
 syn_new$results %>% attributes()
#> $names
-#> [1] "att"         "average_att" "alpha"       "inf_type"
+#> [1] "att" "average_att" "inf_type"

Permutation inference

@@ -1788,7 +1782,7 @@

Permutation inference

syn_rstat$results$permutations$placebo_dist
@@ -1801,9 +1795,9 @@

Plotting augsynth models

plot.augsynth() use the inferential features of the provided augsynth object, or otherwise allow users to specify the desired inferential feature.

-

If plot() is called on a model object, it will return an -ATT estimate with a 95% confidence interval calculated using conformal -inference.

+

If plot() is called on a model object without additional +arguments, it will return an ATT estimate with a 95% confidence interval +calculated using conformal inference.

plot(syn) + labs(title = 'Conformal inference (default)')

Setting plot_type = "placebo" with inference types of @@ -1823,11 +1817,12 @@

Plotting augsynth models

augsynth_outcomes_plot() function.

p <- plot(syn_rstat, plot_type = 'outcomes') + 
   ggtitle("Replication of Abadie et al. (2010), Figure 2")
-

-

By default, augsynth_outcomes_plot() will return both +

+

By default, augsynth_outcomes_plot() and +plot(augsynth, plot_type = 'outcommes') will return both the raw average of donor units and the synthetic counterfactual.

augsynth_outcomes_plot(syn_rstat)
-

+

Examining donor units and RMSPE

From 4ade107a49a7e8ed90b264de60384154d0fd630a Mon Sep 17 00:00:00 2001 From: Nora Delaney Date: Wed, 14 Feb 2024 11:14:53 -0500 Subject: [PATCH 09/36] update warnings Adds warnings to multi-outcome and multisynth models if a user attempts to pass in `inf_type` at the time of model fitting. --- R/multi_outcomes.R | 83 ++++++++++++++-------------- R/multisynth_class.R | 125 ++++++++++++++++++++++--------------------- 2 files changed, 109 insertions(+), 99 deletions(-) diff --git a/R/multi_outcomes.R b/R/multi_outcomes.R index 9be1afd..59bceba 100644 --- a/R/multi_outcomes.R +++ b/R/multi_outcomes.R @@ -12,7 +12,7 @@ #' CausalImpact=Bayesian structural time series with CausalImpact #' seq2seq=Sequence to sequence learning with feedforward nets #' @param scm Whether the SCM weighting function is used -#' @param fixedeff Whether to include a unit fixed effect, default F +#' @param fixedeff Whether to include a unit fixed effect, default F #' @param cov_agg Covariate aggregation functions, if NULL then use mean with NAs omitted #' @param combine_method How to combine outcomes: `concat` concatenates outcomes and `avg` averages them, default: 'avg' #' @param ... optional arguments for outcome model @@ -35,10 +35,15 @@ augsynth_multiout <- function(form, unit, time, t_int, data, ...) { call_name <- match.call() + # if a user sets inf_type at time of model fit, return a warning + if("inf_type" %in% names(call_name)) { + warning("`inf_type` is not an argument for augsynth_multiout, so it is ignored") + } + form <- Formula::Formula(form) unit <- enquo(unit) time <- enquo(time) - + ## format data outcome <- terms(formula(form, rhs=1))[[2]] trt <- terms(formula(form, rhs=1))[[3]] @@ -47,9 +52,9 @@ augsynth_multiout <- function(form, unit, time, t_int, data, outcomes <- sapply(outcomes_str, quo) # get outcomes as a list wide_list <- format_data_multi(outcomes, trt, unit, time, t_int, data) - - + + ## add covariates if(length(form)[2] == 2) { @@ -73,11 +78,11 @@ augsynth_multiout <- function(form, unit, time, t_int, data, # add some extra data augsynth$data$time <- data %>% distinct(!!time) %>% pull(!!time) augsynth$call <- call_name - augsynth$t_int <- t_int + augsynth$t_int <- t_int augsynth$combine_method <- combine_method treated_units <- data %>% filter(!!trt == 1) %>% distinct(!!unit) %>% pull(!!unit) - control_units <- data %>% filter(!(!!unit %in% treated_units)) %>% + control_units <- data %>% filter(!(!!unit %in% treated_units)) %>% distinct(!!unit) %>% pull(!!unit) augsynth$weights <- matrix(augsynth$weights) rownames(augsynth$weights) <- control_units @@ -96,7 +101,7 @@ augsynth_multiout <- function(form, unit, time, t_int, data, #' @param ... Extra args for outcome model #' @noRd fit_augsynth_multiout_internal <- function(wide_list, combine_method, Z, - progfunc, scm, fixedeff, + progfunc, scm, fixedeff, outcomes_str, ...) { @@ -115,7 +120,7 @@ fit_augsynth_multiout_internal <- function(wide_list, combine_method, Z, synth_data$Y1plot <- colMeans(cbind(X, y)[trt == 1,, drop = F]) - augsynth <- fit_augsynth_internal(wide_bal, synth_data, Z, progfunc, + augsynth <- fit_augsynth_internal(wide_bal, synth_data, Z, progfunc, scm, fixedeff, V = V, ...) # potentially add back in fixed effects @@ -188,10 +193,10 @@ combine_outcomes <- function(wide_list, combine_method, fixedeff, trt = wide_list$trt) # V matrix scales by inverse variance for outcome and number of periods - V <- do.call(c, - lapply(wide_list$X, - function(x) rep(1 / (sqrt(ncol(x)) * - sd(x[wide_list$trt == 0, , drop = F], na.rm=T)), + V <- do.call(c, + lapply(wide_list$X, + function(x) rep(1 / (sqrt(ncol(x)) * + sd(x[wide_list$trt == 0, , drop = F], na.rm=T)), ncol(x)))) # } else if(combine_method == "svd") { # wide_bal <- list(X = do.call(cbind, wide_list$X), @@ -199,8 +204,8 @@ combine_outcomes <- function(wide_list, combine_method, fixedeff, # trt = wide_list$trt) # # first get the standard deviations of the outcomes to put on the same scale - # sds <- do.call(c, - # lapply(wide_list$X, + # sds <- do.call(c, + # lapply(wide_list$X, # function(x) rep((sqrt(ncol(x)) * sd(x, na.rm=T)), ncol(x)))) # # do an SVD on centered and scaled outcomes @@ -223,7 +228,7 @@ combine_outcomes <- function(wide_list, combine_method, fixedeff, } else { - stop(paste("combine_method should be one of ('avg', 'concat'),", + stop(paste("combine_method should be one of ('avg', 'concat'),", combine_method, " is not a valid combining option")) } @@ -253,33 +258,33 @@ predict.augsynth_multiout <- function(object, ...) { # separate out by outcome n_outs <- length(object$data_list$X) - max_t <- max(sapply(1:n_outs, + max_t <- max(sapply(1:n_outs, function(k) ncol(object$data_list$X[[k]]) + ncol(object$data_list$y[[k]]))) - pred_reshape <- matrix(NA, ncol = n_outs, + pred_reshape <- matrix(NA, ncol = n_outs, nrow = max_t) - colnames <- lapply(1:n_outs, - function(k) colnames(cbind(object$data_list$X[[k]], + colnames <- lapply(1:n_outs, + function(k) colnames(cbind(object$data_list$X[[k]], object$data_list$y[[k]]))) rownames(pred_reshape) <- colnames[[which.max(sapply(colnames, length))]] colnames(pred_reshape) <- object$outcomes # get outcome names for predictions - pre_outs <- do.call(c, - sapply(1:n_outs, + pre_outs <- do.call(c, + sapply(1:n_outs, function(j) { rep(object$outcomes[j], ncol(object$data_list$X[[j]])) }, simplify = FALSE)) - + post_outs <- do.call(c, - sapply(1:n_outs, + sapply(1:n_outs, function(j) { rep(object$outcomes[j], ncol(object$data_list$y[[j]])) }, simplify = FALSE)) # print(pred) # print(cbind(names(pred), c(pre_outs, post_outs))) - + pred_reshape[cbind(names(pred), c(pre_outs, post_outs))] <- pred return(pred_reshape) } @@ -308,7 +313,7 @@ print.augsynth_multiout <- function(x, ...) { #' @param ... Optional arguments, including \itemize{\item{"se"}{Whether to plot standard error}} #' @export summary.augsynth_multiout <- function(object, inf = T, inf_type = "jackknife", ...) { - + summ <- list() @@ -338,7 +343,7 @@ summary.augsynth_multiout <- function(object, inf = T, inf_type = "jackknife", . att <- inner_join(att_df, se_df, by = c("Time", "Outcome")) } else if(inf_type %in% c("conformal", "jackknife+")) { - + lb_df <- data.frame(att_se$lb[1:(t_final - 1),, drop=F]) names(lb_df) <- object$outcomes lb_df$Time <- object$data$time @@ -350,14 +355,14 @@ summary.augsynth_multiout <- function(object, inf = T, inf_type = "jackknife", . ub_df <- ub_df %>% gather(Outcome, upper_bound, -Time) att <- inner_join(att_df, lb_df, by = c("Time", "Outcome")) %>% - inner_join(ub_df, by = c("Time", "Outcome")) + inner_join(ub_df, by = c("Time", "Outcome")) if(inf_type == "conformal") { pval_df <- data.frame(att_se$p_val[1:(t_final - 1),, drop=F]) names(pval_df) <- object$outcomes pval_df$Time <- object$data$time pval_df <- pval_df %>% gather(Outcome, p_val, -Time) - att <- inner_join(att, pval_df, by = c("Time", "Outcome")) + att <- inner_join(att, pval_df, by = c("Time", "Outcome")) } } @@ -378,11 +383,11 @@ summary.augsynth_multiout <- function(object, inf = T, inf_type = "jackknife", . att_avg_ub <- data.frame(att_se$ub[t_final,, drop = F]) names(att_avg_ub) <- object$outcomes att_avg_ub <- gather(att_avg_ub, Outcome, upper_bound) - + average_att <- inner_join(att_avg, att_avg_lb, by="Outcome") %>% inner_join(att_avg_ub, by = "Outcome") - + if(inf_type == "conformal") { att_avg_pval <- data.frame(att_se$p_val[t_final,, drop = F]) names(att_avg_pval) <- object$outcomes @@ -393,7 +398,7 @@ summary.augsynth_multiout <- function(object, inf = T, inf_type = "jackknife", . } else { average_att <- gather(att_avg, Outcome, Estimate) } - + } else { att_est <- predict(object, att = T) @@ -445,9 +450,9 @@ summary.augsynth_multiout <- function(object, inf = T, inf_type = "jackknife", . summ$bias_est <- NA } - - + + class(summ) <- "summary.augsynth_multiout" return(summ) } @@ -460,10 +465,10 @@ summary.augsynth_multiout <- function(object, inf = T, inf_type = "jackknife", . print.summary.augsynth_multiout <- function(x, ...) { ## straight from lm cat("\nCall:\n", paste(deparse(x$call), sep="\n", collapse="\n"), "\n\n", sep="") - + att_est <- x$att$Estimate ## get pre-treatment fit by outcome - imbal <- x$att %>% + imbal <- x$att %>% filter(Time < x$t_int) %>% group_by(Outcome) %>% summarise(Pre.RMSE = sqrt(mean(Estimate ^ 2))) @@ -486,7 +491,7 @@ print.summary.augsynth_multiout <- function(x, ...) { #' @param inf Boolean, whether to plot uncertainty intervals, default TRUE #' @param plt_avg Boolean, whether to plot the average of the outcomes, default FALSE #' @param ... Optional arguments for summary function -#' +#' #' @export plot.augsynth_multiout <- function(x, inf = T, plt_avg = F, ...) { plot(summary(x, ...), inf = inf, plt_avg = plt_avg) @@ -496,7 +501,7 @@ plot.augsynth_multiout <- function(x, inf = T, plt_avg = F, ...) { #' @param x summary.augsynth_multiout object #' @param inf Boolean, whether to plot uncertainty intervals, default TRUE #' @param plt_avg Boolean, whether to plot the average of the outcomes, default FALSE -#' +#' #' @export plot.summary.augsynth_multiout <- function(x, inf = T, plt_avg = F, ...) { if(plt_avg) { @@ -504,7 +509,7 @@ plot.summary.augsynth_multiout <- function(x, inf = T, plt_avg = F, ...) { ggplot2::ggplot(ggplot2::aes(x=Time, y=Estimate)) } else { p <- x$att %>% - filter(Outcome != "Average") %>% + filter(Outcome != "Average") %>% ggplot2::ggplot(ggplot2::aes(x=Time, y=Estimate)) } if(inf) { @@ -525,4 +530,4 @@ plot.summary.augsynth_multiout <- function(x, inf = T, plt_avg = F, ...) { ggplot2::facet_wrap(~ Outcome, scales = "free_y") + ggplot2::theme_bw() -} \ No newline at end of file +} diff --git a/R/multisynth_class.R b/R/multisynth_class.R index 8c9a311..5b0d1d8 100644 --- a/R/multisynth_class.R +++ b/R/multisynth_class.R @@ -29,7 +29,7 @@ #' @param eps_rel Relative error tolerance for osqp #' @param verbose Whether to print logs for osqp #' @param ... Extra arguments -#' +#' #' @return multisynth object that contains: #' \itemize{ #' \item{"weights"}{weights matrix where each column is a set of weights for a treated unit} @@ -67,6 +67,11 @@ multisynth <- function(form, unit, time, data, unit <- enquo(unit) time <- enquo(time) + # if a user sets inf_type at time of model fit, return a warning + if("inf_type" %in% names(call_name)) { + warning("`inf_type` is not an argument for multisynth, so it is ignored") + } + ## format data outcome <- terms(formula(form, rhs=1))[[2]] trt <- terms(formula(form, rhs=1))[[3]] @@ -142,10 +147,10 @@ multisynth <- function(form, unit, time, data, scm = scm, time_cohort = time_cohort, time_w = F, lambda_t = 0, fit_resids = TRUE, eps_abs = eps_abs, - eps_rel = eps_rel, verbose = verbose, long_df = long_df, + eps_rel = eps_rel, verbose = verbose, long_df = long_df, how_match = how_match, ...) - - + + units <- data %>% arrange(!!unit) %>% distinct(!!unit) %>% pull(!!unit) rownames(msynth$weights) <- units @@ -166,7 +171,7 @@ multisynth <- function(form, unit, time, data, V = V, time_cohort = time_cohort, donors = msynth$donors, - eps_rel = eps_rel, + eps_rel = eps_rel, eps_abs = eps_abs, verbose = verbose) ## scaled global balance @@ -211,11 +216,11 @@ multisynth_formatted <- function(wide, relative=T, n_leads, n_lags, nu, lambda, V, force, n_factors, - scm, time_cohort, + scm, time_cohort, time_w, lambda_t, fit_resids, eps_abs, eps_rel, - verbose, long_df, + verbose, long_df, how_match, ...) { ## average together treatment groups ## grps <- unique(wide$trt) %>% sort() @@ -246,23 +251,23 @@ multisynth_formatted <- function(wide, relative=T, n_leads, n_lags, n_factors <- ncol(params$factor) ## get residuals from outcome model residuals <- cbind(wide$X, wide$y) - y0hat - + } else if (n_factors != 0) { ## if number of factors is provided don't do CV out <- fit_gsynth_multi(long_df, cbind(wide$X, wide$y), wide$trt, r=n_factors, CV=0, force=force) y0hat <- out$y0hat - params <- out$params - + params <- out$params + ## get residuals from outcome model residuals <- cbind(wide$X, wide$y) - y0hat } else if(force == 0 & n_factors == 0) { - # if no fixed effects or factors, just take out + # if no fixed effects or factors, just take out # control averages at each time point # time fixed effects from pure controls pure_ctrl <- cbind(wide$X, wide$y)[!is.finite(wide$trt), , drop = F] y0hat <- matrix(colMeans(pure_ctrl, na.rm = TRUE), - nrow = nrow(wide$X), ncol = ncol(pure_ctrl), + nrow = nrow(wide$X), ncol = ncol(pure_ctrl), byrow = T) residuals <- cbind(wide$X, wide$y) - y0hat params <- NULL @@ -297,13 +302,13 @@ multisynth_formatted <- function(wide, relative=T, n_leads, n_lags, bal_mat <- wide$X - ctrl_avg bal_mat <- wide$X } - + if(scm) { # get eligible set of donor units based on covariates donors <- get_donors(wide$X, wide$y, wide$trt, - wide$Z[, colnames(wide$Z) %in% + wide$Z[, colnames(wide$Z) %in% wide$match_covariates, drop = F], time_cohort, n_lags, n_leads, how = how_match, exact_covariates = wide$exact_covariates, ...) @@ -386,9 +391,9 @@ multisynth_formatted <- function(wide, relative=T, n_leads, n_lags, msynth$time_w <- time_w msynth$lambda_t <- lambda_t msynth$fit_resids <- fit_resids - msynth$extra_pars <- c(list(eps_abs = eps_abs, - eps_rel = eps_rel, - verbose = verbose), + msynth$extra_pars <- c(list(eps_abs = eps_abs, + eps_rel = eps_rel, + verbose = verbose), list(...)) msynth$long_df <- long_df @@ -417,7 +422,7 @@ predict.multisynth <- function(object, att = F, att_weight = NULL, bs_weight = N multisynth <- object relative <- T - + time_cohort <- multisynth$time_cohort if(is.null(relative)) { relative <- multisynth$relative @@ -436,19 +441,19 @@ predict.multisynth <- function(object, att = F, att_weight = NULL, bs_weight = N } if(time_cohort) { - which_t <- lapply(grps, + which_t <- lapply(grps, function(tj) (1:n)[multisynth$data$trt == tj]) mask <- unique(multisynth$data$mask) } else { which_t <- (1:n)[is.finite(multisynth$data$trt)] mask <- multisynth$data$mask } - + n1 <- sapply(1:J, function(j) length(which_t[[j]])) fullmask <- cbind(mask, matrix(0, nrow = J, ncol = (ttot - d))) - + ## estimate the post-treatment values to get att estimates mu1hat <- vapply(1:J, @@ -502,11 +507,11 @@ predict.multisynth <- function(object, att = F, att_weight = NULL, bs_weight = N c(vec, rep(NA, total_len - length(vec)), mean(mu0hat[(grps[j]+1):(min(grps[j] + n_leads, ttot)), j])) - + }, numeric(total_len +1 )) - + tauhat <- vapply(1:J, function(j) { vec <- c(rep(NA, d-grps[j]), @@ -536,11 +541,11 @@ predict.multisynth <- function(object, att = F, att_weight = NULL, bs_weight = N c(vec, rep(NA, total_len - length(vec)), mean(att_weight[(grps[j]+1):(min(grps[j] + n_leads, ttot)), j])) - + }, numeric(total_len +1 )) - + ## get the overall average estimate avg <- apply(mu0hat, 1, function(z) sum(n1 * z, na.rm=T) / sum(n1 * !is.na(z))) avg <- sapply(1:nrow(mu0hat), @@ -557,7 +562,7 @@ predict.multisynth <- function(object, att = F, att_weight = NULL, bs_weight = N sum(n1 * (!is.na(tauhat[k,])) * att_weight_new[k, ], na.rm = T) }) tauhat <- cbind(avg, tauhat) - + } else { ## remove all estimates for t > T_j + n_leads @@ -571,7 +576,7 @@ predict.multisynth <- function(object, att = F, att_weight = NULL, bs_weight = N rep(NA, max(0, ttot-(grps[j] + n_leads)))), numeric(ttot)) -> tauhat - + ## only average currently treated units avg1 <- rowSums(t(fullmask) * mu0hat * n1) / rowSums(t(fullmask) * n1) @@ -590,7 +595,7 @@ predict.multisynth <- function(object, att = F, att_weight = NULL, bs_weight = N replace_na(avg2,0) * apply(1 - fullmask, 2, max) cbind(avg, tauhat) -> tauhat } - + if(att) { return(tauhat) @@ -606,9 +611,9 @@ predict.multisynth <- function(object, att = F, att_weight = NULL, bs_weight = N #' @export print.multisynth <- function(x, att_weight = NULL, ...) { multisynth <- x - + ## straight from lm - cat("\nCall:\n", paste(deparse(multisynth$call), + cat("\nCall:\n", paste(deparse(multisynth$call), sep="\n", collapse="\n"), "\n\n", sep="") # print att estimates @@ -636,7 +641,7 @@ print.multisynth <- function(x, att_weight = NULL, ...) { #' @param ... Optional arguments #' @export plot.multisynth <- function(x, inf_type = "bootstrap", inf = T, - levels = NULL, label = T, + levels = NULL, label = T, weights = FALSE, ...) { if(weights) { @@ -651,13 +656,13 @@ plot.multisynth <- function(x, inf_type = "bootstrap", inf = T, # plotting the weights weights %>% tidyr::pivot_longer(-unit, names_to = "trt_unit", values_to = "weight") %>% - ggplot2::ggplot(aes(x = trt_unit, y = unit, fill = round(weight, 3))) + + ggplot2::ggplot(aes(x = trt_unit, y = unit, fill = round(weight, 3))) + ggplot2::geom_tile(color = "white", size=.5) + ggplot2::scale_fill_gradient(low = "white", high = "black", limits=c(-0.01,1.01)) + ggplot2::guides(fill = "none") + ggplot2::xlab("Treated Unit") + ggplot2::ylab("Donor Unit") + - ggplot2::theme_bw() + + ggplot2::theme_bw() + ggplot2::theme(axis.ticks.x = ggplot2::element_blank(), axis.ticks.y = ggplot2::element_blank()) } @@ -679,7 +684,7 @@ plot.multisynth <- function(x, inf_type = "bootstrap", inf = T, #' \item{jackknife}{Jackknife} #' } #' @param ... Optional arguments -#' +#' #' @return summary.multisynth object that contains: #' \itemize{ #' \item{"att"}{Dataframe with ATT estimates, standard errors for each treated unit} @@ -693,7 +698,7 @@ plot.multisynth <- function(x, inf_type = "bootstrap", inf = T, summary.multisynth <- function(object, inf_type = "bootstrap", att_weight = NULL, ...) { multisynth <- object - + relative <- T n_leads <- multisynth$n_leads @@ -710,17 +715,17 @@ summary.multisynth <- function(object, inf_type = "bootstrap", att_weight = NULL grps <- trt[is.finite(trt)] which_t <- (1:n)[is.finite(trt)] } - + # grps <- unique(multisynth$data$trt) %>% sort() J <- length(grps) - + # which_t <- (1:n)[is.finite(multisynth$data$trt)] times <- multisynth$data$time - + summ <- list() ## post treatment estimate for each group and overall # att <- predict(multisynth, relative, att=T) - + if(inf_type == "jackknife") { attse <- jackknife_se_multi(multisynth, relative, att_weight = att_weight, ...) } else if(inf_type == "bootstrap") { @@ -736,16 +741,16 @@ summary.multisynth <- function(object, inf_type = "bootstrap", att_weight = NULL upper_bound = matrix(NA, nrow(att), ncol(att)), lower_bound = matrix(NA, nrow(att), ncol(att))) } - + if(relative) { att <- data.frame(cbind(c(-(d-1):min(n_leads, ttot-min(grps)), NA), attse$att)) if(time_cohort) { - col_names <- c("Time", "Average", + col_names <- c("Time", "Average", as.character(times[grps + 1])) } else { - col_names <- c("Time", "Average", + col_names <- c("Time", "Average", as.character(multisynth$data$units[which_t])) } names(att) <- col_names @@ -754,7 +759,7 @@ summary.multisynth <- function(object, inf_type = "bootstrap", att_weight = NULL mutate(Time=Time-1) -> att se <- data.frame(cbind(c(-(d-1):min(n_leads, ttot-min(grps)), NA), - attse$se)) + attse$se)) names(se) <- col_names se %>% gather(Level, Std.Error, -Time) %>% rename("Time"=Time) %>% @@ -775,11 +780,11 @@ summary.multisynth <- function(object, inf_type = "bootstrap", att_weight = NULL } else { att <- data.frame(cbind(times, attse$att)) - names(att) <- c("Time", "Average", times[grps[1:J]]) + names(att) <- c("Time", "Average", times[grps[1:J]]) att %>% gather(Level, Estimate, -Time) -> att se <- data.frame(cbind(times, attse$se)) - names(se) <- c("Time", "Average", times[grps[1:J]]) + names(se) <- c("Time", "Average", times[grps[1:J]]) se %>% gather(Level, Std.Error, -Time) -> se } @@ -812,12 +817,12 @@ summary.multisynth <- function(object, inf_type = "bootstrap", att_weight = NULL print.summary.multisynth <- function(x, level = "Average", ...) { summ <- x - + ## straight from lm cat("\nCall:\n", paste(deparse(summ$call), sep="\n", collapse="\n"), "\n\n", sep="") first_lvl <- summ$att %>% filter(Level != "Average") %>% pull(Level) %>% min() - + ## get ATT estimates for treatment level, post treatment if(summ$relative) { summ$att %>% @@ -840,18 +845,18 @@ print.summary.multisynth <- function(x, level = "Average", ...) { pull(Std.Error) %>% round(3) %>% format(nsmall=3), ")\n\n", sep="")) - + cat(paste("Global L2 Imbalance: ", format(round(summ$global_l2,3), nsmall=3), "\n", "Scaled Global L2 Imbalance: ", format(round(summ$scaled_global_l2,3), nsmall=3), "\n", - "Percent improvement from uniform global weights: ", + "Percent improvement from uniform global weights: ", format(round(1-summ$scaled_global_l2,3)*100), "\n\n", "Individual L2 Imbalance: ", format(round(summ$ind_l2,3), nsmall=3), "\n", - "Scaled Individual L2 Imbalance: ", + "Scaled Individual L2 Imbalance: ", format(round(summ$scaled_ind_l2,3), nsmall=3), "\n", - "Percent improvement from uniform individual weights: ", + "Percent improvement from uniform individual weights: ", format(round(1-summ$scaled_ind_l2,3)*100), "\t", "\n\n", sep="")) @@ -863,7 +868,7 @@ print.summary.multisynth <- function(x, level = "Average", ...) { #' Plot function for summary function for multisynth #' @importFrom ggplot2 aes -#' +#' #' @param x summary object #' @param inf Whether to plot confidence intervals #' @param levels Which units/groups to plot, default is every group @@ -887,19 +892,19 @@ plot.summary.multisynth <- function(x, inf = T, levels = NULL, label = T, # plotting the weights weights %>% tidyr::pivot_longer(-unit, names_to = "trt_unit", values_to = "weight") %>% - ggplot2::ggplot(aes(x = trt_unit, y = unit, fill = round(weight, 3))) + + ggplot2::ggplot(aes(x = trt_unit, y = unit, fill = round(weight, 3))) + ggplot2::geom_tile(color = "white", size=.5) + ggplot2::scale_fill_gradient(low = "white", high = "black", limits=c(-0.01,1.01)) + ggplot2::guides(fill = "none") + ggplot2::xlab("Treated Unit") + ggplot2::ylab("Donor Unit") + - ggplot2::theme_bw() + + ggplot2::theme_bw() + ggplot2::theme(axis.ticks.x = ggplot2::element_blank(), axis.ticks.y = ggplot2::element_blank()) } summ <- x - + ## get the last time period for each level summ$att %>% filter(!is.na(Estimate), @@ -921,11 +926,11 @@ plot.summary.multisynth <- function(x, inf = T, levels = NULL, label = T, alpha = is_avg)) + ggplot2::geom_line(size = 1) + ggplot2::geom_point(size = 1) -> p - + if(label) { p <- p + ggrepel::geom_label_repel(ggplot2::aes(label = label), nudge_x = 1, na.rm = T) - } + } p <- p + ggplot2::geom_hline(yintercept = 0, lty = 2) if(summ$relative) { @@ -954,10 +959,10 @@ plot.summary.multisynth <- function(x, inf = T, levels = NULL, label = T, ggplot2::aes(ymin=lower_bound, ymax=upper_bound), alpha = alph, color=clr, - data = summ$att %>% + data = summ$att %>% filter(Level == "Average", Time >= 0)) - + } else { p <- p + error_plt( ggplot2::aes(ymin=lower_bound, @@ -969,7 +974,7 @@ plot.summary.multisynth <- function(x, inf = T, levels = NULL, label = T, p <- p + ggplot2::scale_alpha_manual(values=c(1, 0.5)) + ggplot2::scale_color_manual(values=c("#333333", "#818181")) + - ggplot2::guides(alpha=F, color=F) + + ggplot2::guides(alpha=F, color=F) + ggplot2::theme_bw() return(p) From 15c368f3c900c9825cfb3a35b025e6a7e75161f8 Mon Sep 17 00:00:00 2001 From: Nora Delaney Date: Wed, 14 Feb 2024 12:10:14 -0500 Subject: [PATCH 10/36] notebook updates Minor edits to tobacco replication notebook --- tobacco_replication/tobacco_replication.Rmd | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/tobacco_replication/tobacco_replication.Rmd b/tobacco_replication/tobacco_replication.Rmd index 83c21aa..ed0f2fa 100644 --- a/tobacco_replication/tobacco_replication.Rmd +++ b/tobacco_replication/tobacco_replication.Rmd @@ -70,7 +70,6 @@ This project currently lives on the [n-delaney/augsynth_permutation](https://git * "outcomes raw average" — The level of the outcome variable for the treated and synthetic control units, along with the raw average of the donor units. * "placebo" — The ATTs resulting from placebo tests on the donor units. * `plot.summary.augsynth()` should still be backwards compatible but no longer handles most of the plotting. -* Add `augsynth_outcomes_plot()`, which shows the outcome trajectory of the treated unit, the synthetic counterfactual, and (optionally) the simple average of donor units. # Replication @@ -277,7 +276,7 @@ syn_new$results %>% attributes() ### Permutation inference -Adding permutation inference (via `inf_type = "permutation"` or `inf_type = "permutation_rstat"`) will return information about the 95% confidence interval, as well as the raw placebo tests. Placebo results are stored in `syn_rstat$results$permutations` +Adding permutation inference (via `inf_type = "permutation"` or `inf_type = "permutation_rstat"`) will return information about the 95% confidence interval, as well as other data generated from the raw placebo tests. Placebo results are stored in `augsynth$results$permutations` ```{r} syn_rstat$results$permutations$placebo_dist @@ -286,7 +285,7 @@ syn_rstat$results$permutations$placebo_dist ### Plotting `augsynth` models -The proposed extensions to plotting capabilities include the possibility to customize the inferential features of plots and to easily generate plots showing the ATTs from placebo tests, when appropriate. Like the updates to `summary.augsynth()`, changes to `plot.augsynth()` use the inferential features of the provided `augsynth` object, or otherwise allow users to specify the desired inferential feature. +The proposed extensions to plotting capabilities include the possibility to customize the inferential features of plots and to easily generate plots showing the permuted ATTs from placebo tests, when appropriate. Like the updates to `summary.augsynth()`, changes to `plot.augsynth()` use the inferential features of the provided `augsynth` object, or otherwise allow users to specify the desired inferential feature. If `plot()` is called on a model object without additional arguments, it will return an ATT estimate with a 95% confidence interval calculated using conformal inference. @@ -342,9 +341,9 @@ donor_table(syn) ``` -In addition, augsynth models can be customized to exclude certain donor units. If `drop` is passed to `update_augsynth()` as a numeric, then donor units will be excluded if their RMSPE is greater than a certain multiple of the treated unit's pre-treatment RMSPE. For example, setting `drop = 2` will exclude any units with a pre-treatment RMSPE twice as large as California's. Otherwise, donor units can be specified using their unit identifiers (ex. "New Hampshire"). +In addition, augsynth models can be customized to be re-fitted after excluding certain donor units. If `drop` is passed to `update_augsynth()` as a numeric, then donor units will be excluded if their RMSPE is greater than a certain multiple of the treated unit's pre-treatment RMSPE. For example, setting `drop = 2` will exclude any units with a pre-treatment RMSPE twice as large as California's. Otherwise, donor units can be specified using their unit identifiers (ex. "New Hampshire"). -Updated augsynth models will inherit the inference type, formula, and data structure of the original model. +Updated augsynth models inherit the inference type, formula, and data structure of the original model. ```{r Figures 6 and 7, echo=TRUE, eval=TRUE, fig.show="hold", fig.align='default', fig.height=4.5, fig.width=4.6} update_augsynth(syn) %>% # drops units with >20x treated RMSPE by default From 451d0b7cbb82ffc94ff35986c2c1ffb2f8ac7db4 Mon Sep 17 00:00:00 2001 From: lmiratrix Date: Sat, 20 Apr 2024 08:39:13 -0400 Subject: [PATCH 11/36] Edit pass on full package with focus on summary method and making augsynth class methods for accessing data characteristics. --- DESCRIPTION | 2 +- NAMESPACE | 12 + R/augsynth.R | 218 ++++------------ R/augsynth_class.R | 244 ++++++++++++++++++ R/augsynth_pre.R | 11 +- R/donor_control.R | 73 ++++++ R/multisynth_class.R | 56 ++++ R/outcomes_plot.R | 47 ++++ R/permutation.R | 137 +--------- man/augsynth-package.Rd | 4 + man/augsynth.Rd | 2 +- man/augsynth_class.Rd | 39 +++ man/augsynth_outcomes_plot.Rd | 11 +- man/ci95_rstat_plot.Rd | 4 +- man/donor_table.Rd | 2 +- man/estimate_robust_SE.Rd | 4 +- man/multisynth_class.Rd | 31 +++ man/plot.augsynth.Rd | 16 +- man/print.augsynth.Rd | 2 +- man/single_augsynth.Rd | 2 +- man/summary.augsynth.Rd | 38 +-- man/synth_class.Rd | 26 ++ man/update_augsynth.Rd | 2 +- pkg.Rproj | 2 +- tests/testthat/test-permutation_inference.R | 47 ++++ tests/testthat/test_format.R | 8 +- tests/testthat/test_general.R | 8 +- tests/testthat/test_inference.R | 3 + tests/testthat/test_multisynth.R | 38 ++- tobacco_replication/plots/synth_figure2.png | Bin 29093 -> 29053 bytes tobacco_replication/plots/synth_figure3.png | Bin 25844 -> 25873 bytes tobacco_replication/tobacco_replication.Rmd | 16 +- tobacco_replication/tobacco_replication.html | 69 ++--- ...model_6a65f185f684d8a1bf6d30fde7478c85.rdb | Bin 64358 -> 64331 bytes ...model_6a65f185f684d8a1bf6d30fde7478c85.rdx | Bin 169 -> 169 bytes ...odels_b1c55d9234c591ebf538b0b46f10bfa0.rdb | Bin 3262 -> 3125 bytes ...odels_b1c55d9234c591ebf538b0b46f10bfa0.rdx | Bin 150 -> 150 bytes ...synth_81f3cf19f8ca2d73ded94ebce61993e0.rdb | Bin 113985 -> 0 bytes ...synth_81f3cf19f8ca2d73ded94ebce61993e0.rdx | Bin 162 -> 0 bytes .../figure-html/Abadie Figure 2-1.png | Bin 83856 -> 83862 bytes .../figure-html/Abadie Figure 3-1.png | Bin 75588 -> 75574 bytes .../figure-html/Figures 6 and 7-1.png | Bin 142818 -> 143363 bytes .../figure-html/Figures 6 and 7-2.png | Bin 139076 -> 139637 bytes .../figure-html/Figures 6 and 7-3.png | Bin 120404 -> 120996 bytes .../Format figures 2 comparison-1.png | Bin 83856 -> 83862 bytes .../Format figures 2 comparison-2.png | Bin 71574 -> 71517 bytes .../Format figures 3 comparison-1.png | Bin 75588 -> 75574 bytes .../permutation without states-1.png | Bin 130735 -> 130910 bytes .../plot augsynth kansas models-1.png | Bin 163381 -> 163389 bytes .../figure-html/unnamed-chunk-4-1.png | Bin 51746 -> 51906 bytes .../figure-html/unnamed-chunk-5-1.png | Bin 104486 -> 105088 bytes .../figure-latex/Abadie Figure 2-1.pdf | Bin 0 -> 5286 bytes 52 files changed, 789 insertions(+), 385 deletions(-) create mode 100644 R/augsynth_class.R create mode 100644 R/donor_control.R create mode 100644 R/outcomes_plot.R create mode 100644 man/augsynth_class.Rd create mode 100644 man/multisynth_class.Rd create mode 100644 man/synth_class.Rd create mode 100644 tests/testthat/test-permutation_inference.R delete mode 100644 tobacco_replication/tobacco_replication_cache/html/run tobacco model using augsynth_81f3cf19f8ca2d73ded94ebce61993e0.rdb delete mode 100644 tobacco_replication/tobacco_replication_cache/html/run tobacco model using augsynth_81f3cf19f8ca2d73ded94ebce61993e0.rdx create mode 100644 tobacco_replication/tobacco_replication_files/figure-latex/Abadie Figure 2-1.pdf diff --git a/DESCRIPTION b/DESCRIPTION index 096311b..e11d192 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -23,7 +23,7 @@ Remotes: License: MIT + file LICENSE Encoding: UTF-8 LazyData: true -RoxygenNote: 7.2.3 +RoxygenNote: 7.3.1 Suggests: testthat, CausalImpact, diff --git a/NAMESPACE b/NAMESPACE index 3f0bdca..d9f3297 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -1,5 +1,13 @@ # Generated by roxygen2: do not edit by hand +S3method(dim,augsynth) +S3method(dim,multisynth) +S3method(n_time,augsynth) +S3method(n_time,multisynth) +S3method(n_treated,augsynth) +S3method(n_treated,multisynth) +S3method(n_unit,augsynth) +S3method(n_unit,multisynth) S3method(plot,augsynth) S3method(plot,augsynth_multiout) S3method(plot,multisynth) @@ -24,7 +32,11 @@ export(augsynth_multiout) export(augsynth_outcomes_plot) export(augsynth_plot_from_results) export(donor_table) +export(is.augsynth) export(multisynth) +export(n_time) +export(n_treated) +export(n_unit) export(permutation_plot) export(rdirichlet_b) export(rmultinom_b) diff --git a/R/augsynth.R b/R/augsynth.R index 18048a5..f1386e2 100644 --- a/R/augsynth.R +++ b/R/augsynth.R @@ -1,6 +1,6 @@ -################################################################################ -## Main functions for single-period treatment augmented synthetic controls Method -################################################################################ + +#### Main functions for single-period treatment augmented synthetic controls Method #### + #' Fit Augmented SCM @@ -51,8 +51,11 @@ single_augsynth <- function(form, unit, time, t_int, data, scm=T, fixedeff = FALSE, cov_agg=NULL, - inf_type='None', ...) { + inf_type= 'none', #c( 'none', "conformal", "jackknife+", "jackknife", "permutation", "permutation_rstat"), + ...) { + call_name <- match.call() + #inf_type = match.arg(inf_type) form <- Formula::Formula(form) unit <- enquo(unit) @@ -219,141 +222,6 @@ predict.augsynth <- function(object, att = F, ...) { } -#' Print function for augsynth -#' @param x augsynth object -#' @param ... Optional arguments -#' @export -print.augsynth <- function(x, ...) { - augsynth <- x - - ## straight from lm - cat("\nCall:\n", paste(deparse(augsynth$call), sep="\n", collapse="\n"), "\n\n", sep="") - - ## print att estimates - tint <- ncol(augsynth$data$X) - ttotal <- tint + ncol(augsynth$data$y) - att_post <- predict(augsynth, att = T)[(tint + 1):ttotal] - - cat(paste("Average ATT Estimate: ", - format(round(mean(att_post),3), nsmall = 3), "\n\n", sep="")) -} - -#' Plot function for augsynth -#' @importFrom graphics plot -#' -#' @param augsynth Augsynth object to be plotted -#' @param plot_type The stylized plot type to be returned. Options include -#' \itemize{ -#' \item{"estimate"}{The ATT and 95% confidence interval} -#' \item{"estimate only"}{The ATT without a confidence interval} -#' \item{"outcomes"}{The level of the outcome variable for the treated and synthetic control units.} -#' \item{"outcomes raw average"}{The level of the outcome variable for the treated and synthetic control units, along with the raw average of the donor units.} -#' \item{"placebo"}{The ATTs resulting from placebo tests on the donor units.} -#' } -#' @param cv If True, plot cross validation MSE against hyper-parameter, otherwise plot effects -#' @param inf_type Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are -#' \itemize{ -#' \item{"conformal"}{Conformal inference (default)} -#' \item{"jackknife+"}{Jackknife+ algorithm over time periods} -#' \item{"jackknife"}{Jackknife over units} -#' \item{"permutation"}{Placebo permutation, raw ATT} -#' \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} -#' \item{"None"}{Return ATT Estimate only} -#' } -#' @param ... Optional arguments for inference, for more details for each `inf_type` see -#' \itemize{ -#' \item{"conformal"}{`conformal_inf`} -#' \item{"jackknife+"}{`time_jackknife_plus`} -#' \item{"jackknife"}{`jackknife_se_single`} -#' \item{"permutation"}{`permutation_inf`} -#' } -#' @param ... Optional arguments -#' @export -plot.augsynth <- function(augsynth, - cv = FALSE, # ND note — not sure what this does? - plot_type = 'estimate', - inf_type = NULL, ...) { - - if (is.null(inf_type) & !is.null(augsynth$results)) { - inf_type = augsynth$results$inf_type - } else if (is.null(inf_type) & is.null(augsynth$results)) { - # if no inf_type given for a basic (backwards compatible) augsynth object, set inf_type to conformal - inf_type = 'conformal' - } - - # if inf_type is set to "none", then only return a raw treatment estimate or an outcomes plot (treated/synth trajectories) - if ((inf_type %in% c('None', 'none')) & (!grepl('outcomes', plot_type))) { - plot_type = 'estimate only' - } - - # if the user specifies the "placebo" plot type without accompanying inference, default to placebo and show message - if ((plot_type == 'placebo') & (!inf_type %in% c('permutation', 'permutation_rstat'))) { - message('Placebo plots are only available for permutation-based inference. The plot shows results from "inf_type = "permutation""') - return(permutation_plot(augsynth, inf_type = 'permutation')) - } - - if (is.null(inf_type)) { - if (!is.null(augsynth$results)) { - inf_type <- augsynth$results$inf_type - } else { - inf_type <- 'conformal' - } - } - - if (is.null(augsynth$results)) { - augsynth <- add_inference(augsynth, inf_type = inf_type) - } - - if (cv == T) { - errors = data.frame(lambdas = augsynth$lambdas, - errors = augsynth$lambda_errors, - errors_se = augsynth$lambda_errors_se) - p <- ggplot2::ggplot(errors, ggplot2::aes(x = lambdas, y = errors)) + - ggplot2::geom_point(size = 2) + - ggplot2::geom_errorbar( - ggplot2::aes(ymin = errors, - ymax = errors + errors_se), - width=0.2, size = 0.5) - p <- p + ggplot2::labs(title = bquote("Cross Validation MSE over " ~ lambda), - x = expression(lambda), y = "Cross Validation MSE", - parse = TRUE) - p <- p + ggplot2::scale_x_log10() - - # find minimum and min + 1se lambda to plot - min_lambda <- choose_lambda(augsynth$lambdas, - augsynth$lambda_errors, - augsynth$lambda_errors_se, - F) - min_1se_lambda <- choose_lambda(augsynth$lambdas, - augsynth$lambda_errors, - augsynth$lambda_errors_se, - T) - min_lambda_index <- which(augsynth$lambdas == min_lambda) - min_1se_lambda_index <- which(augsynth$lambdas == min_1se_lambda) - - p <- p + ggplot2::geom_point( - ggplot2::aes(x = min_lambda, - y = augsynth$lambda_errors[min_lambda_index]), - color = "gold") - p + ggplot2::geom_point( - ggplot2::aes(x = min_1se_lambda, - y = augsynth$lambda_errors[min_1se_lambda_index]), - color = "gold") + - ggplot2::theme_bw() - return(p) - } else if (plot_type == 'estimate only') { - p <- augsynth_plot_from_results(augsynth, inf_type = 'none') - } else if (plot_type == 'estimate') { - p <- augsynth_plot_from_results(augsynth, inf_type = inf_type) - } else if (grepl('placebo', plot_type)) { - p <- permutation_plot(augsynth, inf_type = inf_type) - } else if (plot_type == 'outcomes') { - p <- augsynth_outcomes_plot(augsynth, measure = 'synth') - } else if (plot_type == 'outcomes raw average') { - p <- augsynth_outcomes_plot(augsynth, measure = c('synth', 'average')) - } - return(p) -} #' Function to add inference to augsynth object @@ -407,7 +275,11 @@ add_inference <- function(object, inf_type = "conformal", ...) { } else { att_avg_se <- NA } - att_avg <- att_se$att[t_final + 1] + if( length( att_se$att ) > t_final ) { + att_avg <- att_se$att[t_final + 1] + } else { + att_avg <- mean(att$Estimate[(t0 + 1):t_final]) + } if(inf_type %in% c("jackknife+", "nonpar_bs", "t_dist", "conformal", "permutation", "permutation_rstat")) { att$lower_bound <- att_se$lb[1:t_final] att$upper_bound <- att_se$ub[1:t_final] @@ -416,8 +288,7 @@ add_inference <- function(object, inf_type = "conformal", ...) { att$p_val <- att_se$p_val[1:t_final] } } else { - t0 <- ncol(augsynth$data$X) - t_final <- t0 + ncol(augsynth$data$y) + # No inference, make table of estimates and NAs for SEs, etc. att_est <- predict(augsynth, att = T) att <- data.frame(Time = augsynth$data$time, Estimate = att_est) @@ -445,9 +316,16 @@ add_inference <- function(object, inf_type = "conformal", ...) { } -#' Summary function for augsynth (returns fields calculated by `add_inference()`) +#### Summary methods #### + + +#' Summary function for augsynth (returns fields calculated by +#' `add_inference()`) +#' #' @param object augsynth object -#' @param inf_type Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are +#' +#' @param inf_type Type of inference algorithm. Inherits inf_type from +#' `object` or otherwise defaults to "conformal". Options are #' \itemize{ #' \item{"conformal"}{Conformal inference (default)} #' \item{"jackknife+"}{Jackknife+ algorithm over time periods} @@ -455,7 +333,8 @@ add_inference <- function(object, inf_type = "conformal", ...) { #' \item{"permutation"}{Placebo permutation, raw ATT} #' \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} #' } -#' @param ... Optional arguments for inference, for more details for each `inf_type` see +#' @param ... Optional arguments for inference, for more details for +#' each `inf_type` see #' \itemize{ #' \item{"conformal"}{`conformal_inf`} #' \item{"jackknife+"}{`time_jackknife_plus`} @@ -481,21 +360,14 @@ summary.augsynth <- function(object, inf_type = NULL, ...) { } else if (augsynth$results$inf_type != inf_type) { augsynth <- add_inference(augsynth, inf_type = inf_type) } - # if (is.null(augsynth$results) | (augsynth$results$inf_type != inf_type)) { - # augsynth <- add_inference(augsynth, inf_type = inf_type) - # } + # Copy over all of OG object except for data + nms = names(augsynth) + nms = nms[!nms %in% c("data", "raw_data", "results")] summ <- augsynth$results + summ <- c( summ, augsynth[nms] ) + - summ$t_int <- augsynth$t_int - summ$call <- augsynth$call - summ$l2_imbalance <- augsynth$l2_imbalance - summ$scaled_l2_imbalance <- augsynth$scaled_l2_imbalance - summ$time_var <- augsynth$time_var - if(!is.null(augsynth$covariate_l2_imbalance)) { - summ$covariate_l2_imbalance <- augsynth$covariate_l2_imbalance - summ$scaled_covariate_l2_imbalance <- augsynth$scaled_covariate_l2_imbalance - } ## get estimated bias if(tolower(augsynth$progfunc) == "ridge") { @@ -514,13 +386,18 @@ summary.augsynth <- function(object, inf_type = NULL, ...) { summ$bias_est <- m1 - t(mhat[trt==0,,drop=F]) %*% w } - - summ$inf_type <- inf_type + summ$n_unit = n_unit(augsynth) + summ$n_time = n_time(augsynth) + summ$n_tx = n_treated(augsynth) + summ$time_tx = t0 + summ$donor_table = donor_table( augsynth ) class(summ) <- "summary.augsynth" return(summ) } + + #' Print function for summary function for augsynth #' @param x summary object #' @param ... Optional arguments @@ -529,9 +406,17 @@ print.summary.augsynth <- function(x, ...) { summ <- x ## straight from lm - cat("\nCall:\n", paste(deparse(summ$call), sep="\n", collapse="\n"), "\n\n", sep="") + cat("\nCall:\n", paste(deparse(summ$call), sep="\n", collapse="\n"), "\n", sep="") t_final <- nrow(summ$att) + cat( sprintf( " Fit to %d units and %d+%d = %d time points; %d treated at %s %d.\n", + summ$n_unit, summ$time_tx, t_final - summ$time_tx, t_final, + summ$n_tx, + summ$time_var, + summ$att$Time[[summ$time_tx+1]]) ) + cat( sprintf( " RMSPE range from %.2f to %.2f\n", + min( summ$donor_table$RMSPE ), max( summ$donor_table$RMSPE ) ) ) + cat( "\n" ) ## distinction between pre and post treatment att_est <- summ$att$Estimate @@ -570,7 +455,9 @@ print.summary.augsynth <- function(x, ...) { } else if (summ$inf_type %in% c('permutation', "permutation_rstat")) { out_msg <- paste("Average ATT Estimate: ", format(round(att_post,3), nsmall=3), "\n") - inf_type <- ifelse(summ$inf_type == 'permutation', "Permutation inference", "Permutation inference (RMSPE-adjusted)") + inf_type <- ifelse(summ$inf_type == 'permutation', + "Permutation inference", + "Permutation inference (RMSPE-adjusted)") } else { out_msg <- paste("Average ATT Estimate: ", format(round(att_post,3), nsmall=3), "\n") @@ -655,6 +542,7 @@ plot.summary.augsynth <- function(x, inf = NULL, inf_type = 'conformal', ...) { p <- summ$att %>% ggplot2::ggplot(ggplot2::aes(x=Time, y=Estimate)) + if(inf) { if(all(is.na(summ$att$lower_bound))) { p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=Estimate-2*Std.Error, @@ -675,6 +563,7 @@ plot.summary.augsynth <- function(x, inf = NULL, inf_type = 'conformal', ...) { } #' Plot function for summary function for augsynth +#' #' @param x Summary object #' @param ... Optional arguments #' @export @@ -729,10 +618,12 @@ augsynth_plot_from_results <- function(augsynth, inf_type = NULL, ...) { +#### Package documentation #### + + #' augsynth #' #' @description A package implementing the Augmented Synthetic Controls Method -#' @docType package #' @name augsynth-package #' @importFrom magrittr "%>%" #' @importFrom purrr reduce @@ -745,4 +636,5 @@ augsynth_plot_from_results <- function(augsynth, inf_type = NULL, ...) { #' @importFrom stats model.matrix #' @importFrom stats model.frame #' @importFrom stats na.omit -NULL +"_PACKAGE" + diff --git a/R/augsynth_class.R b/R/augsynth_class.R new file mode 100644 index 0000000..a7664db --- /dev/null +++ b/R/augsynth_class.R @@ -0,0 +1,244 @@ + + +# Methods for interacting with the augsynth object + + + + + + +#' Print function for augsynth +#' @param x augsynth object +#' @param ... Optional arguments +#' @export +print.augsynth <- function(x, ...) { + augsynth <- x + + ## straight from lm + cat("\nCall:\n", paste(deparse(augsynth$call), sep="\n", collapse="\n"), "\n", sep="") + cat( sprintf( " Fit to %d units and %d time points\n\n", n_unit(augsynth), n_time(augsynth) ) ) + ## print att estimates + tint <- ncol(augsynth$data$X) + ttotal <- tint + ncol(augsynth$data$y) + att_post <- predict(augsynth, att = T)[(tint + 1):ttotal] + + cat(paste("Average ATT Estimate: ", + format(round(mean(att_post),3), nsmall = 3), "\n\n", sep="")) +} + + + +#' Plot function for augsynth +#' @importFrom graphics plot +#' +#' +#' @param augsynth Augsynth object to be plotted +#' @param plot_type The stylized plot type to be returned. Options include +#' \itemize{ +#' \item{"estimate"}{The ATT and 95\% confidence interval} +#' \item{"estimate only"}{The ATT without a confidence interval} +#' \item{"outcomes"}{The level of the outcome variable for the treated and synthetic control units.} +#' \item{"outcomes raw average"}{The level of the outcome variable for the treated and synthetic control units, along with the raw average of the donor units.} +#' \item{"placebo"}{The ATTs resulting from placebo tests on the donor units.} } +#' @param cv If True, plot cross validation MSE against hyper-parameter, otherwise plot effects +#' @param inf_type Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are +#' \itemize{ +#' \item{"conformal"}{Conformal inference (default)} +#' \item{"jackknife+"}{Jackknife+ algorithm over time periods} +#' \item{"jackknife"}{Jackknife over units} +#' \item{"permutation"}{Placebo permutation, raw ATT} +#' \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} +#' \item{"None"}{Return ATT Estimate only} +#' } +#' @param ... Optional arguments for inference, for more details for each `inf_type` see +#' \itemize{ +#' \item{"conformal"}{`conformal_inf`} +#' \item{"jackknife+"}{`time_jackknife_plus`} +#' \item{"jackknife"}{`jackknife_se_single`} +#' \item{"permutation"}{`permutation_inf`} +#' } +#' @param ... Optional arguments +#' @export +plot.augsynth <- function(augsynth, + cv = FALSE, # ND note — not sure what this does? + plot_type = 'estimate', + inf_type = NULL, ...) { + + if (is.null(inf_type) & !is.null(augsynth$results)) { + inf_type = augsynth$results$inf_type + } else if (is.null(inf_type) & is.null(augsynth$results)) { + # if no inf_type given for a basic (backwards compatible) augsynth object, set inf_type to conformal + inf_type = 'conformal' + } + + # if inf_type is set to "none", then only return a raw treatment estimate or an outcomes plot (treated/synth trajectories) + if ((inf_type %in% c('None', 'none')) & (!grepl('outcomes', plot_type))) { + plot_type = 'estimate only' + } + + # if the user specifies the "placebo" plot type without accompanying inference, default to placebo and show message + if ((plot_type == 'placebo') & (!inf_type %in% c('permutation', 'permutation_rstat'))) { + message('Placebo plots are only available for permutation-based inference. The plot shows results from "inf_type = "permutation""') + return(permutation_plot(augsynth, inf_type = 'permutation')) + } + + if (is.null(inf_type)) { + if (!is.null(augsynth$results)) { + inf_type <- augsynth$results$inf_type + } else { + inf_type <- 'conformal' + } + } + + if (is.null(augsynth$results)) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } + + if (cv == T) { + errors = data.frame(lambdas = augsynth$lambdas, + errors = augsynth$lambda_errors, + errors_se = augsynth$lambda_errors_se) + p <- ggplot2::ggplot(errors, ggplot2::aes(x = lambdas, y = errors)) + + ggplot2::geom_point(size = 2) + + ggplot2::geom_errorbar( + ggplot2::aes(ymin = errors, + ymax = errors + errors_se), + width=0.2, size = 0.5) + p <- p + ggplot2::labs(title = bquote("Cross Validation MSE over " ~ lambda), + x = expression(lambda), y = "Cross Validation MSE", + parse = TRUE) + p <- p + ggplot2::scale_x_log10() + + # find minimum and min + 1se lambda to plot + min_lambda <- choose_lambda(augsynth$lambdas, + augsynth$lambda_errors, + augsynth$lambda_errors_se, + F) + min_1se_lambda <- choose_lambda(augsynth$lambdas, + augsynth$lambda_errors, + augsynth$lambda_errors_se, + T) + min_lambda_index <- which(augsynth$lambdas == min_lambda) + min_1se_lambda_index <- which(augsynth$lambdas == min_1se_lambda) + + p <- p + ggplot2::geom_point( + ggplot2::aes(x = min_lambda, + y = augsynth$lambda_errors[min_lambda_index]), + color = "gold") + p + ggplot2::geom_point( + ggplot2::aes(x = min_1se_lambda, + y = augsynth$lambda_errors[min_1se_lambda_index]), + color = "gold") + + ggplot2::theme_bw() + return(p) + } else if (plot_type == 'estimate only') { + p <- augsynth_plot_from_results(augsynth, inf_type = 'none') + } else if (plot_type == 'estimate') { + p <- augsynth_plot_from_results(augsynth, inf_type = inf_type) + } else if (grepl('placebo', plot_type)) { + p <- permutation_plot(augsynth, inf_type = inf_type) + } else if (plot_type == 'outcomes') { + p <- augsynth_outcomes_plot(augsynth, measure = 'synth') + } else if (plot_type == 'outcomes raw average') { + p <- augsynth_outcomes_plot(augsynth, measure = c('synth', 'average')) + } + return(p) +} + + + + +#' Methods for accessing details of augsynth result object (of class augsynth) +#' +#' +#' @param x augsynth result object +#' +#' @rdname augsynth_class +#' +#' @return is.augsynth: TRUE if object is a augsynth object. +#' +#' @export +is.augsynth <- function(x) { + inherits(x, "augsynth") +} + + + +#' +#' @return dim: Dimension of data as pair of (# units, # time points). +#' +#' @rdname augsynth_class +#' @export +#' +dim.augsynth <- function(x, ... ) { + n_unit = length( unique( x$raw_data[[ x$unit_var ]] ) ) + n_time = length( unique( x$raw_data[[ x$time_var ]] ) ) + return( c( n_unit, n_time ) ) +} + + + + +#' +#' @return Single number (of unique units). +#' +#' @rdname synth_class +#' @export +#' +n_unit <- function(x, ... ) { + UseMethod( "n_unit" ) +} + +#' @title Number of time points in fit data +#' +#' @rdname synth_class +#' @return Single number (of unique time points). +#' @export +n_time <- function(x, ... ) { + UseMethod( "n_time" ) +} + + + +#' @title Number of treated units in fit data +#' +#' @rdname synth_class +#' @return Single number (of number of treated units). +#' @export +n_treated <- function(x, ... ) { + UseMethod( "n_treated" ) +} + + + +#' +#' @return Single number (of unique units). +#' +#' @rdname augsynth_class +#' +#' @export +#' +n_unit.augsynth <- function(x, ... ) { + dim.augsynth(x)[[1]] +} + +#' @title Number of time points in augsynth +#' +#' @rdname augsynth_class +#' +#' @return Single number (of unique time points). +#' @export +n_time.augsynth <- function(x, ... ) { + dim.augsynth(x)[[2]] +} + + +#' +#' @rdname augsynth_class +#' +#' @return Number of treated units (always 1 for augsynth) +#' @export +n_treated.augsynth <- function(x, ... ) { + return( 1 ) +} + diff --git a/R/augsynth_pre.R b/R/augsynth_pre.R index a9dfe14..d1a5adf 100644 --- a/R/augsynth_pre.R +++ b/R/augsynth_pre.R @@ -1,3 +1,4 @@ + ################################################################################ ## Main function for the augmented synthetic controls Method ################################################################################ @@ -15,7 +16,7 @@ #' \itemize{ #' \item{"progfunc"}{What function to use to impute control outcomes: Ridge=Ridge regression (allows for standard errors), None=No outcome model, EN=Elastic Net, RF=Random Forest, GSYN=gSynth, MCP=MCPanel, CITS=CITS, CausalImpact=Bayesian structural time series with CausalImpact, seq2seq=Sequence to sequence learning with feedforward nets} #' \item{"scm"}{Whether the SCM weighting function is used} -#' \item{"fixedeff"}{Whether to include a unit fixed effect, default F } +#' \item{"fixedeff"}{Whether to include a unit fixed effect, default is FALSE } #' \item{"cov_agg"}{Covariate aggregation functions, if NULL then use mean with NAs omitted} #' } #' \item Multi period (staggered) augsynth @@ -29,14 +30,14 @@ #' \item{"n_factors"}{Number of factors for interactive fixed effects, default does CV} #' } #' } -#' +#' #' @return augsynth object that contains: #' \itemize{ #' \item{"weights"}{weights} #' \item{"data"}{Panel data as matrices} #' } #' @export -#' +#' augsynth <- function(form, unit, time, data, t_int=NULL, ...) { call_name <- match.call() @@ -44,7 +45,7 @@ augsynth <- function(form, unit, time, data, t_int=NULL, ...) { form <- Formula::Formula(form) unit_quosure <- enquo(unit) time_quosure <- enquo(time) - + ## format data outcome <- terms(formula(form, rhs=1))[[2]] @@ -69,7 +70,7 @@ augsynth <- function(form, unit, time, data, t_int=NULL, ...) { if("progfunc" %in% names(list(...))) { warning("`progfunc` is not an argument for multisynth, so it is ignored") } - return(multisynth(form, !!enquo(unit), !!enquo(time), data, ...)) + return(multisynth(form, !!enquo(unit), !!enquo(time), data, ...)) } else { if (is.null(t_int)) { t_int <- trt_time %>% filter(is.finite(trt_time)) %>% diff --git a/R/donor_control.R b/R/donor_control.R new file mode 100644 index 0000000..4003957 --- /dev/null +++ b/R/donor_control.R @@ -0,0 +1,73 @@ + + +#' Return a summary data frame donor units used in the model, along with their RMSPEs and synthetic weights +#' @param augsynth Augsynth object to be plotted +#' @export +donor_table <- function(augsynth) { + + if (is.null(augsynth$results)) { + augsynth <- add_inference(augsynth, inf_type = 'permutation') + } else if ((!augsynth$results$inf_type %in% c("permutation", "permutaton_rstat")) | is.null(augsynth$results)) { + augsynth <- add_inference(augsynth, inf_type = 'permutation') + } + + trt_index <- which(augsynth$data$trt == 1) + unit_var <- augsynth$unit_var + RMSPEs <- augsynth$results$permutations$placebo_dist %>% + select(!!unit_var, RMSPE) %>% + distinct() + donor_df <- RMSPEs %>% filter(!!as.name(unit_var) != augsynth$trt_unit) %>% + mutate(synth_weight = as.numeric( augsynth$weights ) ) + + return(donor_df) + +} + + +#' Return a new augsynth object with specified donor units removed +#' @param augsynth Augsynth object to be plotted +#' @param drop Drop donor units, based on pre-treatment RMSPE or unit name(s) +#' @export +update_augsynth <- function(augsynth, drop = 20){ + + if (is.null(augsynth$results)){ + inf_type = 'none' + } else { + inf_type <- augsynth$results$inf_type + } + + # run placebo tests if necessary + if (!inf_type %in% c('permutation', 'permutation_rstat')) { + augsynth <- add_inference(augsynth, inf_type = 'permutation') + } + + unit_var <- augsynth$unit_var + # pre-treatment RMSPE among donors + donor_RMSPE <- augsynth$results$permutations$placebo_dist %>% + filter(!!as.name(augsynth$time_var) < augsynth$t_int) %>% + group_by(!!as.name(augsynth$unit_var)) %>% + summarise(RMSPE = sqrt(mean(ATT ^ 2)), .groups = "drop") + # pre-treatment RMSPE for treated unit + trt_RMSPE <- add_inference(augsynth, inf_type = 'permutation')$results$permutations$placebo_dist %>% + filter(!!as.name(augsynth$time_var) < augsynth$t_int) %>% + filter(!!as.name(unit_var) == augsynth$trt_unit) %>% + pull(RMSPE) %>% unique() + + if (is.numeric(drop)) { + keep_units <- donor_RMSPE %>% filter(RMSPE / trt_RMSPE <= drop) %>% pull(!!unit_var) + } else if (is.character(drop)) { + keep_units <- donor_RMSPE %>% filter((!!as.name(unit_var) %in% drop) == FALSE) %>% pull(!!unit_var) %>% unique() + } + keep_units <- c(keep_units, augsynth$trt_unit) + + form <- as.formula(paste(as.character(augsynth$form)[2], as.character(augsynth$form)[1], as.character(augsynth$form)[3])) + new_data <- as_tibble(augsynth$raw_data, .name_repair = 'unique') %>% filter(!!as.name(unit_var) %in% keep_units) + new_augsynth <- augsynth(form = form, + unit = !!as.name(augsynth$unit_var), + time = !!as.name(augsynth$time_var), + data = new_data, + inf_type = inf_type + ) + + return(new_augsynth) +} diff --git a/R/multisynth_class.R b/R/multisynth_class.R index 5b0d1d8..09e26b5 100644 --- a/R/multisynth_class.R +++ b/R/multisynth_class.R @@ -1,3 +1,5 @@ + + ################################################################################ ## Fitting, plotting, summarizing staggered synth ################################################################################ @@ -184,6 +186,10 @@ multisynth <- function(form, unit, time, data, } msynth$call <- call_name + msynth$trt_unit <- msynth$data$units[ msynth$data$trt < Inf ] + msynth$time_var <- quo_name(time) + msynth$unit_var <- quo_name(unit) + msynth$form <- form return(msynth) @@ -979,3 +985,53 @@ plot.summary.multisynth <- function(x, inf = T, levels = NULL, label = T, return(p) } + + + + +#' +#' @return dim: Dimension of data as pair of (# units, # time points). +#' +#' @rdname multisynth_class +#' @export +#' +dim.multisynth <- function(x, ... ) { + n_unit = length( unique( x$long_df[[ x$unit_var ]] ) ) + n_time = x$n_leads + x$n_lags + return( c( n_unit, n_time ) ) +} + + + +#' @title Number of units in multisynth +#' +#' @return Single number (of unique units). +#' +#' @rdname multisynth_class +#' +#' @export +#' +n_unit.multisynth <- function(x, ... ) { + dim.multisynth(x)[[1]] +} + +#' @title Number of time points in multisynth +#' +#' @rdname multisynth_class +#' +#' @return Single number (of unique time points). +#' @export +n_time.multisynth <- function(x, ... ) { + dim.multisynth(x)[[2]] +} + + +#' +#' @rdname multisynth_class +#' +#' @return Number of treated units (always 1 for multisynth) +#' @export +n_treated.multisynth <- function(x, ... ) { + return( length( x$trt_unit ) ) +} + diff --git a/R/outcomes_plot.R b/R/outcomes_plot.R new file mode 100644 index 0000000..8dd94ef --- /dev/null +++ b/R/outcomes_plot.R @@ -0,0 +1,47 @@ + + +#' Plot function returning the original level of the outcome variable +#' for the treated unit and its synthetic counterfactual +#' +#' @param augsynth Augsynth object to be plotted +#' @param measure Whether to plot the synthetic counterfactual or the +#' raw average of donor units +#' @export +augsynth_outcomes_plot <- function(augsynth, measure = c("synth", "average")) { + + trt_index <- which(augsynth$data$trt == 1) + df <- bind_cols(augsynth$data$X, augsynth$data$y) + synth_unit <- t(df[-trt_index, ]) %*% augsynth$weights + average_unit <- df[-trt_index, ] %>% colMeans() + treated_unit <- t(df[trt_index, ]) + + max_y <- max(c(synth_unit, average_unit, treated_unit)) + min_y <- min(c(synth_unit, average_unit, treated_unit)) + + p <- ggplot2::ggplot() + + ggplot2::geom_line(aes(x = augsynth$data$time, y = treated_unit, linetype = augsynth$trt_unit)) + + if ('synth' %in% measure) { + p <- p + + ggplot2::geom_line(aes(x = augsynth$data$time, y = synth_unit, linetype = 'Synthetic counterfactual')) + } + + if ('average' %in% measure) { + p <- p + + ggplot2::geom_line(aes(x = augsynth$data$time, y = average_unit, linetype = 'Donor raw average')) + } + + p <- p + + ggplot2::scale_y_continuous(limits = c(0, 140)) + + ggplot2::labs(linetype = NULL, + x = augsynth$time_var, + y = 'Outcome') + + ggplot2::ylim(min_y, max_y) + + ggplot2::theme_bw() + + ggplot2::theme(legend.position = c(0.75, 0.88), + legend.key = element_rect(fill = alpha("white", 0.5)), + legend.background = element_rect(fill = alpha("white", 0))) + + return(p) +} + diff --git a/R/permutation.R b/R/permutation.R index ba11d52..f96ef57 100644 --- a/R/permutation.R +++ b/R/permutation.R @@ -220,8 +220,8 @@ calculate_RMSPE = function( lest, treat_year, tx_col, time_col ) { #' estimating the SE. #' @param k Number of obs to drop from each tail (so 2k obs dropped #' total) -#' @param beta Proportion of obs to drop from each tail. E.g., 95% to -#' drop 5% most extreme. Only one of beta or k can be non-null. +#' @param beta Proportion of obs to drop from each tail. E.g., 95\% to +#' drop 5\% most extreme. Only one of beta or k can be non-null. #' @param round_beta TRUE means adjust beta to the nearest integer #' number of units to drop (the Howard method). FALSE means #' interpolate quantiles using R's quantile function. @@ -263,7 +263,7 @@ estimate_robust_SE = function( placebo_estimates, k = NULL, beta=NULL, -add_placebo_distribution <- function(augsynth){ +add_placebo_distribution <- function(augsynth) { # Run permutations ests <- get_placebo_gaps(augsynth, att = FALSE) @@ -355,6 +355,7 @@ add_placebo_distribution <- function(augsynth){ #' Generate permutation plots #' #' @param results Results from calling augsynth() +#' #' @param inf_type Inference type (takes a value of 'permutation' or 'permutation_rstat') #' Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are #' \itemize{ @@ -401,7 +402,7 @@ permutation_plot <- function(augsynth, inf_type = 'permutation') { } -#' Generate augsynth plot with 95% CI based on inference preference +#' Generate augsynth plot with 95\% CI based on inference preference #' #' @param results Results from calling xxx #' @param inf_type Inference type (takes a value of 'permutation' or 'permutation_rstat') @@ -450,6 +451,8 @@ ci95_rstat_plot <- function(augsynth, inf_type) { return(outplot) } + + #' Generate formatted outputs for statistical inference using permutation inference #' #' @param augsynth An augsynth object. @@ -462,15 +465,15 @@ permutation_inf <- function(augsynth, inf_type) { out <- list() out$att <- augsynth$results$permutations$MDES_table$ATT + SEg = NA if (inf_type == 'permutation') { - out$lb <- augsynth$results$permutations$MDES_table$ATT + (qnorm(0.025) * augsynth$results$permutations$MDES_table$SE_gap) - out$ub <- augsynth$results$permutations$MDES_table$ATT + (qnorm(0.975) * augsynth$results$permutations$MDES_table$SE_gap) - out$p_val <- c(rep(0, t0), augsynth$results$permutations$MDES_table$p_gap[c(t0 + 1: tpost)]) + SEg = augsynth$results$permutations$MDES_table$SE_gap } else if (inf_type == 'permutation_rstat') { - out$lb <- augsynth$results$permutations$MDES_table$ATT + (qnorm(0.025) * augsynth$results$permutations$MDES_table$SE_rstat) - out$ub <- augsynth$results$permutations$MDES_table$ATT + (qnorm(0.975) * augsynth$results$permutations$MDES_table$SE_rstat) - out$p_val <- c(rep(0, t0), augsynth$results$permutations$MDES_table$p[c(t0 + 1: tpost)]) + SEg = augsynth$results$permutations$MDES_table$SE_rstat } + out$lb <- out$att + (qnorm(0.025) * SEg) + out$ub <- out$att + (qnorm(0.975) * SEg) + out$p_val <- augsynth$results$permutations$MDES_table$p out$lb[c(1:t0)] <- NA out$ub[c(1:t0)] <- NA @@ -481,117 +484,3 @@ permutation_inf <- function(augsynth, inf_type) { } -#' Plot function returning the original level of the outcome variable for the treated unit and its synthetic counterfactual -#' @param augsynth Augsynth object to be plotted -#' @param measure Whether to plot the synthetic counterfactual or the raw average of donor units -#' @export -augsynth_outcomes_plot <- function(augsynth, measure = c("synth", "average")) { - - trt_index <- which(augsynth$data$trt == 1) - df <- bind_cols(augsynth$data$X, augsynth$data$y) - synth_unit <- t(df[-trt_index, ]) %*% augsynth$weights - average_unit <- df[-trt_index, ] %>% colMeans() - treated_unit <- t(df[trt_index, ]) - - max_y <- max(c(synth_unit, average_unit, treated_unit)) - min_y <- min(c(synth_unit, average_unit, treated_unit)) - - p <- ggplot2::ggplot() + - ggplot2::geom_line(aes(x = augsynth$data$time, y = treated_unit, linetype = augsynth$trt_unit)) - - if ('synth' %in% measure) { - p <- p + - ggplot2::geom_line(aes(x = augsynth$data$time, y = synth_unit, linetype = 'Synthetic counterfactual')) - } - - if ('average' %in% measure) { - p <- p + - ggplot2::geom_line(aes(x = augsynth$data$time, y = average_unit, linetype = 'Donor raw average')) - } - - p <- p + - ggplot2::scale_y_continuous(limits = c(0, 140)) + - ggplot2::labs(linetype = NULL, - x = augsynth$time_var, - y = 'Outcome') + - ggplot2::ylim(min_y, max_y) + - ggplot2::theme_bw() + - ggplot2::theme(legend.position = c(0.75, 0.88), - legend.key = element_rect(fill = alpha("white", 0.5)), - legend.background = element_rect(fill = alpha("white", 0))) - - return(p) -} - - -#' Return a summary data frame donor units used in the model, along with their RMSPEs and synthetic weights -#' @param augsynth Augsynth object to be plotted -#' @export -donor_table <- function(augsynth) { - - if (is.null(augsynth$results)) { - augsynth <- add_inference(augsynth, inf_type = 'permutation') - } else if ((!augsynth$results$inf_type %in% c("permutation", "permutaton_rstat")) | is.null(augsynth$results)) { - augsynth <- add_inference(augsynth, inf_type = 'permutation') - } - - trt_index <- which(augsynth$data$trt == 1) - unit_var <- augsynth$unit_var - RMSPEs <- augsynth$results$permutations$placebo_dist %>% - select(!!unit_var, RMSPE) %>% - distinct() - donor_df <- RMSPEs %>% filter(!!as.name(unit_var) != augsynth$trt_unit) %>% - mutate(synth_weight = augsynth$weights) - - return(donor_df) - -} - - -#' Return a new augsynth object with specified donor units removed -#' @param augsynth Augsynth object to be plotted -#' @param drop Drop donor units, based on pre-treatment RMSPE or unit name(s) -#' @export -update_augsynth <- function(augsynth, drop = 20){ - - if (is.null(augsynth$results)){ - inf_type = 'none' - } else { - inf_type <- augsynth$results$inf_type - } - - # run placebo tests if necessary - if (!inf_type %in% c('permutation', 'permutation_rstat')) { - augsynth <- add_inference(augsynth, inf_type = 'permutation') - } - - unit_var <- augsynth$unit_var - # pre-treatment RMSPE among donors - donor_RMSPE <- augsynth$results$permutations$placebo_dist %>% - filter(!!as.name(augsynth$time_var) < augsynth$t_int) %>% - group_by(!!as.name(augsynth$unit_var)) %>% - summarise(RMSPE = sqrt(mean(ATT ^ 2)), .groups = "drop") - # pre-treatment RMSPE for treated unit - trt_RMSPE <- add_inference(augsynth, inf_type = 'permutation')$results$permutations$placebo_dist %>% - filter(!!as.name(augsynth$time_var) < augsynth$t_int) %>% - filter(!!as.name(unit_var) == augsynth$trt_unit) %>% - pull(RMSPE) %>% unique() - - if (is.numeric(drop)) { - keep_units <- donor_RMSPE %>% filter(RMSPE / trt_RMSPE <= drop) %>% pull(!!unit_var) - } else if (is.character(drop)) { - keep_units <- donor_RMSPE %>% filter((!!as.name(unit_var) %in% drop) == FALSE) %>% pull(!!unit_var) %>% unique() - } - keep_units <- c(keep_units, augsynth$trt_unit) - - form <- as.formula(paste(as.character(augsynth$form)[2], as.character(augsynth$form)[1], as.character(augsynth$form)[3])) - new_data <- as_tibble(augsynth$raw_data, .name_repair = 'unique') %>% filter(!!as.name(unit_var) %in% keep_units) - new_augsynth <- augsynth(form = form, - unit = !!as.name(augsynth$unit_var), - time = !!as.name(augsynth$time_var), - data = new_data, - inf_type = inf_type - ) - - return(new_augsynth) -} diff --git a/man/augsynth-package.Rd b/man/augsynth-package.Rd index 737cc24..c6fdcfe 100644 --- a/man/augsynth-package.Rd +++ b/man/augsynth-package.Rd @@ -7,3 +7,7 @@ \description{ A package implementing the Augmented Synthetic Controls Method } +\author{ +\strong{Maintainer}: Eli Ben-Michael \email{ebenmichael@berkeley.edu} + +} diff --git a/man/augsynth.Rd b/man/augsynth.Rd index cd5d46a..a443c42 100644 --- a/man/augsynth.Rd +++ b/man/augsynth.Rd @@ -23,7 +23,7 @@ augsynth(form, unit, time, data, t_int = NULL, ...) \itemize{ \item{"progfunc"}{What function to use to impute control outcomes: Ridge=Ridge regression (allows for standard errors), None=No outcome model, EN=Elastic Net, RF=Random Forest, GSYN=gSynth, MCP=MCPanel, CITS=CITS, CausalImpact=Bayesian structural time series with CausalImpact, seq2seq=Sequence to sequence learning with feedforward nets} \item{"scm"}{Whether the SCM weighting function is used} - \item{"fixedeff"}{Whether to include a unit fixed effect, default F } + \item{"fixedeff"}{Whether to include a unit fixed effect, default is FALSE } \item{"cov_agg"}{Covariate aggregation functions, if NULL then use mean with NAs omitted} } \item Multi period (staggered) augsynth diff --git a/man/augsynth_class.Rd b/man/augsynth_class.Rd new file mode 100644 index 0000000..e374e88 --- /dev/null +++ b/man/augsynth_class.Rd @@ -0,0 +1,39 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/augsynth_class.R +\name{is.augsynth} +\alias{is.augsynth} +\alias{dim.augsynth} +\alias{n_unit.augsynth} +\alias{n_time.augsynth} +\alias{n_treated.augsynth} +\title{Methods for accessing details of augsynth result object (of class augsynth)} +\usage{ +is.augsynth(x) + +\method{dim}{augsynth}(x, ...) + +\method{n_unit}{augsynth}(x, ...) + +\method{n_time}{augsynth}(x, ...) + +\method{n_treated}{augsynth}(x, ...) +} +\arguments{ +\item{x}{augsynth result object} +} +\value{ +is.augsynth: TRUE if object is a augsynth object. + +dim: Dimension of data as pair of (# units, # time points). + +Single number (of unique units). + +Single number (of unique time points). + +Number of treated units (always 1 for augsynth) +} +\description{ +Methods for accessing details of augsynth result object (of class augsynth) + +Number of time points in augsynth +} diff --git a/man/augsynth_outcomes_plot.Rd b/man/augsynth_outcomes_plot.Rd index c25f880..eeed3b6 100644 --- a/man/augsynth_outcomes_plot.Rd +++ b/man/augsynth_outcomes_plot.Rd @@ -1,16 +1,19 @@ % Generated by roxygen2: do not edit by hand -% Please edit documentation in R/permutation.R +% Please edit documentation in R/outcomes_plot.R \name{augsynth_outcomes_plot} \alias{augsynth_outcomes_plot} -\title{Plot function returning the original level of the outcome variable for the treated unit and its synthetic counterfactual} +\title{Plot function returning the original level of the outcome variable +for the treated unit and its synthetic counterfactual} \usage{ augsynth_outcomes_plot(augsynth, measure = c("synth", "average")) } \arguments{ \item{augsynth}{Augsynth object to be plotted} -\item{measure}{Whether to plot the synthetic counterfactual or the raw average of donor units} +\item{measure}{Whether to plot the synthetic counterfactual or the +raw average of donor units} } \description{ -Plot function returning the original level of the outcome variable for the treated unit and its synthetic counterfactual +Plot function returning the original level of the outcome variable +for the treated unit and its synthetic counterfactual } diff --git a/man/ci95_rstat_plot.Rd b/man/ci95_rstat_plot.Rd index a2fc819..3f4a385 100644 --- a/man/ci95_rstat_plot.Rd +++ b/man/ci95_rstat_plot.Rd @@ -2,7 +2,7 @@ % Please edit documentation in R/permutation.R \name{ci95_rstat_plot} \alias{ci95_rstat_plot} -\title{Generate augsynth plot with 95% CI based on inference preference} +\title{Generate augsynth plot with 95\% CI based on inference preference} \usage{ ci95_rstat_plot(augsynth, inf_type) } @@ -12,5 +12,5 @@ ci95_rstat_plot(augsynth, inf_type) \item{results}{Results from calling xxx} } \description{ -Generate augsynth plot with 95% CI based on inference preference +Generate augsynth plot with 95\% CI based on inference preference } diff --git a/man/donor_table.Rd b/man/donor_table.Rd index 64fd4d2..e20212b 100644 --- a/man/donor_table.Rd +++ b/man/donor_table.Rd @@ -1,5 +1,5 @@ % Generated by roxygen2: do not edit by hand -% Please edit documentation in R/permutation.R +% Please edit documentation in R/donor_control.R \name{donor_table} \alias{donor_table} \title{Return a summary data frame donor units used in the model, along with their RMSPEs and synthetic weights} diff --git a/man/estimate_robust_SE.Rd b/man/estimate_robust_SE.Rd index 55559a6..4237586 100644 --- a/man/estimate_robust_SE.Rd +++ b/man/estimate_robust_SE.Rd @@ -18,8 +18,8 @@ estimating the SE.} \item{k}{Number of obs to drop from each tail (so 2k obs dropped total)} -\item{beta}{Proportion of obs to drop from each tail. E.g., 95% to -drop 5% most extreme. Only one of beta or k can be non-null.} +\item{beta}{Proportion of obs to drop from each tail. E.g., 95\% to +drop 5\% most extreme. Only one of beta or k can be non-null.} \item{round_beta}{TRUE means adjust beta to the nearest integer number of units to drop (the Howard method). FALSE means diff --git a/man/multisynth_class.Rd b/man/multisynth_class.Rd new file mode 100644 index 0000000..09719c5 --- /dev/null +++ b/man/multisynth_class.Rd @@ -0,0 +1,31 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/multisynth_class.R +\name{dim.multisynth} +\alias{dim.multisynth} +\alias{n_unit.multisynth} +\alias{n_time.multisynth} +\alias{n_treated.multisynth} +\title{Number of units in multisynth} +\usage{ +\method{dim}{multisynth}(x, ...) + +\method{n_unit}{multisynth}(x, ...) + +\method{n_time}{multisynth}(x, ...) + +\method{n_treated}{multisynth}(x, ...) +} +\value{ +dim: Dimension of data as pair of (# units, # time points). + +Single number (of unique units). + +Single number (of unique time points). + +Number of treated units (always 1 for multisynth) +} +\description{ +Number of units in multisynth + +Number of time points in multisynth +} diff --git a/man/plot.augsynth.Rd b/man/plot.augsynth.Rd index db8fc2d..516555f 100644 --- a/man/plot.augsynth.Rd +++ b/man/plot.augsynth.Rd @@ -1,18 +1,24 @@ % Generated by roxygen2: do not edit by hand -% Please edit documentation in R/augsynth.R +% Please edit documentation in R/augsynth_class.R \name{plot.augsynth} \alias{plot.augsynth} \title{Plot function for augsynth} \usage{ -\method{plot}{augsynth}(x, plot_type = NULL, inf = TRUE, cv = FALSE, inf_type = NULL, ...) +\method{plot}{augsynth}(augsynth, cv = FALSE, plot_type = "estimate", inf_type = NULL, ...) } \arguments{ -\item{x}{Augsynth object to be plotted} - -\item{inf}{Boolean, whether to get confidence intervals around the point estimates#'} +\item{augsynth}{Augsynth object to be plotted} \item{cv}{If True, plot cross validation MSE against hyper-parameter, otherwise plot effects} +\item{plot_type}{The stylized plot type to be returned. Options include +\itemize{ + \item{"estimate"}{The ATT and 95\% confidence interval} + \item{"estimate only"}{The ATT without a confidence interval} + \item{"outcomes"}{The level of the outcome variable for the treated and synthetic control units.} + \item{"outcomes raw average"}{The level of the outcome variable for the treated and synthetic control units, along with the raw average of the donor units.} + \item{"placebo"}{The ATTs resulting from placebo tests on the donor units.} }} + \item{inf_type}{Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are \itemize{ \item{"conformal"}{Conformal inference (default)} diff --git a/man/print.augsynth.Rd b/man/print.augsynth.Rd index 8686c2c..d549f29 100644 --- a/man/print.augsynth.Rd +++ b/man/print.augsynth.Rd @@ -1,5 +1,5 @@ % Generated by roxygen2: do not edit by hand -% Please edit documentation in R/augsynth.R +% Please edit documentation in R/augsynth_class.R \name{print.augsynth} \alias{print.augsynth} \title{Print function for augsynth} diff --git a/man/single_augsynth.Rd b/man/single_augsynth.Rd index 87edecb..3abf802 100644 --- a/man/single_augsynth.Rd +++ b/man/single_augsynth.Rd @@ -14,7 +14,7 @@ single_augsynth( scm = T, fixedeff = FALSE, cov_agg = NULL, - inf_type = "None", + inf_type = "none", ... ) } diff --git a/man/summary.augsynth.Rd b/man/summary.augsynth.Rd index ef2830b..14bff44 100644 --- a/man/summary.augsynth.Rd +++ b/man/summary.augsynth.Rd @@ -2,30 +2,34 @@ % Please edit documentation in R/augsynth.R \name{summary.augsynth} \alias{summary.augsynth} -\title{Summary function for augsynth (returns fields calculated by `add_inference()`)} +\title{Summary function for augsynth (returns fields calculated by +`add_inference()`)} \usage{ \method{summary}{augsynth}(object, inf_type = NULL, ...) } \arguments{ \item{object}{augsynth object} -\item{inf_type}{Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are -\itemize{ - \item{"conformal"}{Conformal inference (default)} - \item{"jackknife+"}{Jackknife+ algorithm over time periods} - \item{"jackknife"}{Jackknife over units} - \item{"permutation"}{Placebo permutation, raw ATT} - \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} -}} +\item{inf_type}{Type of inference algorithm. Inherits inf_type from +`object` or otherwise defaults to "conformal". Options are + \itemize{ + \item{"conformal"}{Conformal inference (default)} + \item{"jackknife+"}{Jackknife+ algorithm over time periods} + \item{"jackknife"}{Jackknife over units} + \item{"permutation"}{Placebo permutation, raw ATT} + \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} + }} -\item{...}{Optional arguments for inference, for more details for each `inf_type` see -\itemize{ - \item{"conformal"}{`conformal_inf`} - \item{"jackknife+"}{`time_jackknife_plus`} - \item{"jackknife"}{`jackknife_se_single`} - \item{"permutation"}{`permutation_inf`} -}} +\item{...}{Optional arguments for inference, for more details for +each `inf_type` see + \itemize{ + \item{"conformal"}{`conformal_inf`} + \item{"jackknife+"}{`time_jackknife_plus`} + \item{"jackknife"}{`jackknife_se_single`} + \item{"permutation"}{`permutation_inf`} + }} } \description{ -Summary function for augsynth (returns fields calculated by `add_inference()`) +Summary function for augsynth (returns fields calculated by +`add_inference()`) } diff --git a/man/synth_class.Rd b/man/synth_class.Rd new file mode 100644 index 0000000..d342e65 --- /dev/null +++ b/man/synth_class.Rd @@ -0,0 +1,26 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/augsynth_class.R +\name{n_unit} +\alias{n_unit} +\alias{n_time} +\alias{n_treated} +\title{Number of time points in fit data} +\usage{ +n_unit(x, ...) + +n_time(x, ...) + +n_treated(x, ...) +} +\value{ +Single number (of unique units). + +Single number (of unique time points). + +Single number (of number of treated units). +} +\description{ +Number of time points in fit data + +Number of treated units in fit data +} diff --git a/man/update_augsynth.Rd b/man/update_augsynth.Rd index 565c0ce..1ca8648 100644 --- a/man/update_augsynth.Rd +++ b/man/update_augsynth.Rd @@ -1,5 +1,5 @@ % Generated by roxygen2: do not edit by hand -% Please edit documentation in R/permutation.R +% Please edit documentation in R/donor_control.R \name{update_augsynth} \alias{update_augsynth} \title{Return a new augsynth object with specified donor units removed} diff --git a/pkg.Rproj b/pkg.Rproj index cba1b6b..bfa3107 100644 --- a/pkg.Rproj +++ b/pkg.Rproj @@ -6,7 +6,7 @@ AlwaysSaveHistory: Default EnableCodeIndexing: Yes UseSpacesForTab: Yes -NumSpacesForTab: 2 +NumSpacesForTab: 4 Encoding: UTF-8 RnwWeave: Sweave diff --git a/tests/testthat/test-permutation_inference.R b/tests/testthat/test-permutation_inference.R new file mode 100644 index 0000000..be17311 --- /dev/null +++ b/tests/testthat/test-permutation_inference.R @@ -0,0 +1,47 @@ + + +library( tidyverse ) + +data(basque, package="Synth") + +head( basque) + +#basque <- basque %>% +# dplyr::select( regionno, year, gdpcap ) %>% +# as_tibble() + +basque <- basque %>% + mutate(trt = case_when(year < 1975 ~ 0, + regionno != 17 ~ 0, + regionno == 17 ~ 1)) %>% + filter(regionno != 1) + +table( basque$trt, basque$regionno ) + + +if ( FALSE ) { +test_that("placebo gaps works", { + syn <- augsynth(gdpcap ~ trt, regionno, year, + data=basque, scm = TRUE, inf_type = "permutation" ) + + syn + expect_equivalent(!is.null(syn$results), TRUE) + gaps <- augsynth:::get_placebo_gaps(syn) + + n_unit = length(unique(basque$regionno)) + expect_equal( nrow(gaps), n_unit ) + n_year = length(unique(basque$year)) + + expect_equal( ncol(gaps), 1 + n_year ) + expect_equal( dim( syn ), c( n_unit, n_year ) ) + + pc <- augsynth:::add_placebo_distribution( syn ) + rs <- pc$results$permutations + expect_equal( names(rs), c("placebo_dist", "MDES_table") ) + expect_equal( nrow( rs$placebo_dist ), n_year * n_unit ) + + syn$unit_var + syn$time_var +}) + +} diff --git a/tests/testthat/test_format.R b/tests/testthat/test_format.R index 58796e7..5ee6ff3 100644 --- a/tests/testthat/test_format.R +++ b/tests/testthat/test_format.R @@ -6,9 +6,9 @@ basque <- basque %>% mutate(trt = case_when(year < 1975 ~ 0, regionno != 17 ~0, regionno == 17 ~ 1)) %>% filter(regionno != 1) - + test_that("format_data creates matrices with the right dimensions", { - + dat <- format_data(quo(gdpcap), quo(trt), quo(regionno), quo(year),1975, basque) test_dim <- function(obj, d) { @@ -23,7 +23,7 @@ test_that("format_data creates matrices with the right dimensions", { test_that("format_synth creates matrices with the right dimensions", { - + dat <- format_data(quo(gdpcap), quo(trt), quo(regionno), quo(year),1975, basque) syn_dat <- format_synth(dat$X, dat$trt, dat$y) test_dim <- function(obj, d) { @@ -115,4 +115,4 @@ test_that("augsynth exits with error message if there are no never treated units TRUE ~ 0)) expect_error(augsynth(gdpcap ~ trt, regionno, year, basque2), "1996") - }) \ No newline at end of file + }) diff --git a/tests/testthat/test_general.R b/tests/testthat/test_general.R index 1f02507..5cae9cf 100644 --- a/tests/testthat/test_general.R +++ b/tests/testthat/test_general.R @@ -1,5 +1,7 @@ + context("Generally testing the workflow for augsynth") +library( tidyverse ) library(Synth) data(basque) @@ -8,11 +10,12 @@ basque <- basque %>% mutate(trt = case_when(year < 1975 ~ 0, regionno == 17 ~ 1)) %>% filter(regionno != 1) - +# fake_aug( gdpcap ~ trt, regionno, year, basque, progfunc="None", scm=T, t_int=1975 ) test_that("SCM gives the right answer", { syn <- augsynth(gdpcap ~ trt, regionno, year, basque, progfunc="None", scm=T, t_int=1975) + ## average att estimate is as expected expect_equal(-.3686, mean(summary(syn, inf_type = 'none')$att$Estimate), tolerance=1e-4) @@ -20,6 +23,9 @@ test_that("SCM gives the right answer", { ## level of balance is as expected expect_equal(.377, syn$l2_imbalance, tolerance=1e-3) + expect_equal( dim( syn ), c( 17, 43 ) ) + expect_equal( n_unit( syn ), 17 ) + expect_equal( n_time( syn ), 43 ) } ) diff --git a/tests/testthat/test_inference.R b/tests/testthat/test_inference.R index 54fd268..cbc3841 100644 --- a/tests/testthat/test_inference.R +++ b/tests/testthat/test_inference.R @@ -1,3 +1,6 @@ + + + context("Test inference features of single augsynth objects") basque <- basque %>% mutate(trt = case_when(year < 1975 ~ 0, diff --git a/tests/testthat/test_multisynth.R b/tests/testthat/test_multisynth.R index 79008a1..0d11c1a 100644 --- a/tests/testthat/test_multisynth.R +++ b/tests/testthat/test_multisynth.R @@ -1,5 +1,6 @@ context("Generally testing the workflow for multisynth") +library( tidyverse ) library(Synth) data(basque) basque <- basque %>% mutate(trt = case_when(year < 1975 ~ 0, @@ -8,14 +9,16 @@ basque <- basque %>% mutate(trt = case_when(year < 1975 ~ 0, filter(regionno != 1) - + test_that("augsynth and multisynth give the same answer for a single treated unit and no augmentation", { syn <- single_augsynth(gdpcap ~ trt, regionno, year, 1975, basque, progfunc="None", scm=T, fixedeff = F) msyn <- multisynth(gdpcap ~ trt, regionno, year, basque, nu = 0, fixedeff = F, scm=T, eps_rel=1e-5, eps_abs=1e-5) - + + expect_equal( dim( msyn ), dim( syn ) ) + # weights are the same-ish expect_equal(c(syn$weights), c(msyn$weights[-16]), tolerance=3e-4) @@ -39,6 +42,11 @@ test_that("Pooling doesn't matter for a single treated unit", { allpool <- multisynth(gdpcap ~ trt, regionno, year, basque, nu = 1, scm=T, eps_rel=1e-5, eps_abs=1e-5) + + expect_equal( dim( nopool ), dim( allpool ) ) + expect_equal( n_treated(nopool), n_treated(allpool) ) + expect_equal( n_treated(nopool), 1 ) + # weights are the same expect_equal(nopool$weights, allpool$weights) @@ -56,7 +64,7 @@ test_that("Pooling doesn't matter for a single treated unit", { - + test_that("Separate synth is the same as fitting separate synths", { @@ -66,23 +74,27 @@ test_that("Separate synth is the same as fitting separate synths", { filter(regionno != 1) - basque2 %>% filter(regionno != 16) %>% + basque2 %>% filter(regionno != 16) %>% single_augsynth(gdpcap ~ trt, regionno, year, 1975, ., progfunc="None", scm=T) -> scm17 - basque2 %>% filter(regionno != 17) %>% + basque2 %>% filter(regionno != 17) %>% single_augsynth(gdpcap ~ trt, regionno, year, 1975, ., progfunc="None", scm=T) -> scm16 - + msyn <- multisynth(gdpcap ~ trt, regionno, year, basque2, nu = 0, scm=T, eps_rel=1e-5, eps_abs=1e-5, fixedeff = F) - + + expect_equal( dim( scm17 ), c(16,43) ) + expect_equal( n_treated(scm17), 1 ) + expect_equal( n_treated(msyn), 2 ) + # weights are the same-ish sscm_weights <- unname(c(scm17$weights)) mscm_weights <- unname(c(msyn$weights[-c(15, 16), 2])) expect_equal(sscm_weights, mscm_weights, tolerance=3e-2) expect_equal(rownames(scm17$weights), rownames(as.matrix(msyn$weights[-c(15, 16), 2]))) # expect_equal(c(scm16$weights), c(msyn$weights[-c(15, 16), 1]), tolerance=3e-2) - + # estimates are the same-ish pred_msyn <- predict(msyn, att=F) pred_msyn <- pred_msyn[-nrow(pred_msyn), ] @@ -101,7 +113,7 @@ test_that("Limiting number of lags works", { expect_error( multisynth(gdpcap ~ trt, regionno, year, basque2, nu = 0, - scm=T, eps_rel=1e-5, eps_abs=1e-5, n_lags =3), + scm=T, eps_rel=1e-5, eps_abs=1e-5, n_lags = 3), NA ) } @@ -165,7 +177,7 @@ test_that("V matrix is the same for single and multi synth", { ) - + test_that("multisynth doesn't depend on unit order", { basque2 <- basque %>% mutate(trt = case_when(year < 1975 ~ 0, @@ -180,7 +192,7 @@ test_that("multisynth doesn't depend on unit order", { basque2 %>% arrange(desc(regionno)), nu = 0, fixedeff = F, scm=T, eps_rel=1e-5, eps_abs=1e-5) - + # weights are the same expect_equal(c(msyn$weights), c(msyn2$weights)) @@ -191,7 +203,7 @@ test_that("multisynth doesn't depend on unit order", { ) - + test_that("multisynth doesn't depend on time order", { basque2 <- basque %>% mutate(trt = case_when(year < 1975 ~ 0, @@ -206,7 +218,7 @@ test_that("multisynth doesn't depend on time order", { basque2 %>% arrange(desc(year)), nu = 0, fixedeff = F, scm=T, eps_rel=1e-5, eps_abs=1e-5) - + # weights are the same expect_equal(c(msyn$weights), c(msyn2$weights)) diff --git a/tobacco_replication/plots/synth_figure2.png 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zha>i_Q=y3oe)$U44WLT^*NztxnXJw&=N2(U~Ao`rQTtNG~}6h{LSs57Np2>0s>}RbO9m*d|nbDFD0dJx{H!1 zxSI|0+QBG4NTD#84)-!Mxs348P%xvf{rUy;_G1K4OTkr^vjb8r{g9;FkOFkx>y^$6 zxN@X00mvl?Z~Xc-0@U9%V)Dk1p$An5z7cVe zi@sWm#v;BF0JVLCPhc2)bc#il|0#t{g!c98SBRvT6jBwcAUe^TqP8H+b_x{S7dOV( x^{H$vyU_#)RCGEG^ydGZnE$Jx`Tte6t$F*A5aN% + arrange( -synth_weight ) ``` -In addition, augsynth models can be customized to be re-fitted after excluding certain donor units. If `drop` is passed to `update_augsynth()` as a numeric, then donor units will be excluded if their RMSPE is greater than a certain multiple of the treated unit's pre-treatment RMSPE. For example, setting `drop = 2` will exclude any units with a pre-treatment RMSPE twice as large as California's. Otherwise, donor units can be specified using their unit identifiers (ex. "New Hampshire"). +### Limiting the donor pool + +The augsynth models can be re-fitted after excluding certain donor units via the `update_augsynth()` method. +If `drop` is passed to `update_augsynth()` as a numeric, then donor units will be excluded if their RMSPE is greater than a certain multiple of the treated unit's pre-treatment RMSPE. For example, setting `drop = 2` will exclude any units with a pre-treatment RMSPE twice as large as California's. +Donor units can also be specified using their unit identifiers (ex. "New Hampshire"). Updated augsynth models inherit the inference type, formula, and data structure of the original model. diff --git a/tobacco_replication/tobacco_replication.html b/tobacco_replication/tobacco_replication.html index fedfb56..4613e17 100644 --- a/tobacco_replication/tobacco_replication.html +++ b/tobacco_replication/tobacco_replication.html @@ -11,7 +11,7 @@ - + Permutation inference for the augsynth package @@ -1625,7 +1625,7 @@

Permutation inference for the augsynth package

Replicating Abadie et al. (2010)

Nora Delaney

-

2024-02-12

+

2024-04-20

@@ -1690,9 +1690,6 @@

Summary of changes

  • plot.summary.augsynth() should still be backwards compatible but no longer handles most of the plotting.
  • -
  • Add augsynth_outcomes_plot(), which shows the outcome -trajectory of the treated unit, the synthetic counterfactual, and -(optionally) the simple average of donor units.
  • @@ -1751,7 +1748,7 @@

    Summmarizing results

    Question: Currently, jackknife inference returns standard errors but not confidence intervals for the ATT estimate. Why is this?

    -

    +

    If an augsynth already has inference details stored in augsynth$results and an inference type is not specified, the summary method will return the existing inference. Otherwise, the @@ -1776,9 +1773,9 @@

    Permutation inference

    Adding permutation inference (via inf_type = "permutation" or inf_type = "permutation_rstat") will return information -about the 95% confidence interval, as well as the raw placebo tests. -Placebo results are stored in -syn_rstat$results$permutations

    +about the 95% confidence interval, as well as other data generated from +the raw placebo tests. Placebo results are stored in +augsynth$results$permutations

    syn_rstat$results$permutations$placebo_dist
    -

    In addition, augsynth models can be customized to exclude certain -donor units. If drop is passed to -update_augsynth() as a numeric, then donor units will be -excluded if their RMSPE is greater than a certain multiple of the -treated unit’s pre-treatment RMSPE. For example, setting -drop = 2 will exclude any units with a pre-treatment RMSPE -twice as large as California’s. Otherwise, donor units can be specified -using their unit identifiers (ex. “New Hampshire”).

    -

    Updated augsynth models will inherit the inference type, formula, and -data structure of the original model.

    + +
    +

    Limiting the donor pool

    +

    The augsynth models can be re-fitted after excluding certain donor +units via the update_augsynth() method. If +drop is passed to update_augsynth() as a +numeric, then donor units will be excluded if their RMSPE is greater +than a certain multiple of the treated unit’s pre-treatment RMSPE. For +example, setting drop = 2 will exclude any units with a +pre-treatment RMSPE twice as large as California’s. Donor units can also +be specified using their unit identifiers (ex. “New Hampshire”).

    +

    Updated augsynth models inherit the inference type, formula, and data +structure of the original model.

    update_augsynth(syn) %>% # drops units with >20x treated RMSPE by default
       plot(plot_type = 'placebo', inf_type = 'permutation') + 
       ggtitle("Replication of Abadie et al. (2010), Figure 5") + ylim(-51, 91) + 
    @@ -1860,7 +1861,7 @@ 

    Examining donor units and RMSPE

    ggtitle("Replication of Abadie et al. (2010), Figure 7") + ylim(-51, 91) + annotate('text', y = -48, x = 1970, label = "Removes donors with 2x California's pre-treatment RMSPE", hjust = 0, color = 'darkseagreen', size = 3)
    -

    +

    The names of units to be excluded can be passed in directly as characters using drop.

    drop_states <- c("Iowa", "Arizona", "Alabama", "Illinois", "Indiana", "Idaho", "Connecticut", 
    @@ -1868,7 +1869,7 @@ 

    Examining donor units and RMSPE

    "Wisconsin", "West Virginia", "Wyoming", "Tennessee", "Pennsylvania") update_augsynth(syn, drop = drop_states) %>% plot(plot_type = 'placebo', inf_type = 'permutation')
    -

    +

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(2010) tobacco replication notebook --- .gitignore | 4 +- tobacco_replication/plots/synth_figure2.png | Bin 29053 -> 0 bytes tobacco_replication/plots/synth_figure3.png | Bin 25873 -> 0 bytes tobacco_replication/tobacco_replication.Rmd | 18 +- tobacco_replication/tobacco_replication.html | 2002 +++-------------- ...model_6a65f185f684d8a1bf6d30fde7478c85.rdb | Bin 64331 -> 0 bytes ...model_6a65f185f684d8a1bf6d30fde7478c85.rdx | Bin 169 -> 0 bytes .../tobacco_replication_cache/html/__packages | 11 - ...odels_b1c55d9234c591ebf538b0b46f10bfa0.rdb | Bin 3125 -> 0 bytes ...odels_b1c55d9234c591ebf538b0b46f10bfa0.rdx | Bin 150 -> 0 bytes .../figure-html/Abadie Figure 2-1.png | Bin 83862 -> 0 bytes .../figure-html/Abadie Figure 3-1.png | Bin 75574 -> 0 bytes .../figure-html/Figures 6 and 7-1.png | Bin 143363 -> 0 bytes .../figure-html/Figures 6 and 7-2.png | Bin 139637 -> 0 bytes .../figure-html/Figures 6 and 7-3.png | Bin 120996 -> 0 bytes .../Format figures 2 comparison-1.png | Bin 83862 -> 0 bytes .../Format figures 2 comparison-2.png | Bin 71517 -> 0 bytes .../Format figures 3 comparison-1.png | Bin 75574 -> 0 bytes .../Format figures 3 comparison-2.png | Bin 67209 -> 0 bytes .../figure-html/Gap plot with average-1.png | Bin 75499 -> 0 bytes .../permutation without states-1.png | Bin 130910 -> 0 bytes .../plot augsynth kansas models-1.png | Bin 163389 -> 0 bytes .../figure-html/unnamed-chunk-4-1.png | Bin 51906 -> 0 bytes .../figure-html/unnamed-chunk-5-1.png | Bin 105088 -> 0 bytes .../figure-latex/Abadie Figure 2-1.pdf | Bin 5286 -> 0 bytes 25 files changed, 358 insertions(+), 1677 deletions(-) delete mode 100644 tobacco_replication/plots/synth_figure2.png delete mode 100644 tobacco_replication/plots/synth_figure3.png delete mode 100644 tobacco_replication/tobacco_replication_cache/html/Synth dataprep and model_6a65f185f684d8a1bf6d30fde7478c85.rdb delete mode 100644 tobacco_replication/tobacco_replication_cache/html/Synth dataprep and model_6a65f185f684d8a1bf6d30fde7478c85.rdx delete mode 100644 tobacco_replication/tobacco_replication_cache/html/__packages delete mode 100644 tobacco_replication/tobacco_replication_cache/html/plot augsynth kansas models_b1c55d9234c591ebf538b0b46f10bfa0.rdb delete mode 100644 tobacco_replication/tobacco_replication_cache/html/plot augsynth kansas models_b1c55d9234c591ebf538b0b46f10bfa0.rdx delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Abadie Figure 2-1.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Abadie Figure 3-1.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Figures 6 and 7-1.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Figures 6 and 7-2.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Figures 6 and 7-3.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Format figures 2 comparison-1.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Format figures 2 comparison-2.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Format figures 3 comparison-1.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Format figures 3 comparison-2.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/Gap plot with average-1.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/permutation without states-1.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/plot augsynth kansas models-1.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/unnamed-chunk-4-1.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-html/unnamed-chunk-5-1.png delete mode 100644 tobacco_replication/tobacco_replication_files/figure-latex/Abadie Figure 2-1.pdf diff --git a/.gitignore b/.gitignore index 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zA+lLw^qJTNAiLac3du(L^c7TLJ1%`_<~gXovUgb!UZ@5 zZUCGxpOlgD+@*t4E0;;BTP6bs{|}rK+&8$mcsbdqec}hOyuSuVwwbwSflb3f`wX4x z1rSmDSMV%H(VCh;fPMkOLx$j~lP)U45D`#vnQ6=hO(^Jf@+?ZA96(l{nUw{l0$`R= ziYr9Pm=sl!4j`s?E6I*(0-nzNX@#Z@xkT!58JWPP(eR?8X>jF1iSXU(f`A&Z>OrU# z3`nIF&6&XHB^!a77Z#MXoE&EC!C!CKvr*4__o(j&LS_IYxg80|5YC1V_U~2a0DTTb zvL-pQME_kH$7E%%`TLK6pp%JxkmL|c$N#-J!n2v^%74oU%FX`&*IviY?x@R$^A`j} Rjo^t0oPmk{6Fujf{{p> + %\VignetteIndexEntry{MultiSynth Vignette} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} title: "Permutation inference for the `augsynth` package" -author: "Nora Delaney" -date: "`r Sys.Date()`" -output: - html_document: - df_print: paged - pdf_document: default subtitle: Replicating Abadie et al. (2010) editor_options: chunk_output_type: console @@ -28,7 +27,6 @@ library(kableExtra) library(magrittr) library(dplyr) library(ggplot2) -library(haven) library(reshape2) library(tidyr) library(rlang) @@ -162,9 +160,6 @@ path_plot <- ggplot(f2_plot_df, aes(x = year, y = per_cap_cigs, linetype = treat replication_theme path_plot - -ggsave(filename = here::here('./tobacco_replication/plots/synth_figure2.png'), - height = 4, width = 4.6, units = 'in', dpi = 100) ``` ```{r Abadie Figure 3, echo=FALSE, include=FALSE, fig.height=4, fig.width=4.6} @@ -190,9 +185,6 @@ gap_plot <- ggplot(plot_df, aes(x = year, y = gap)) + replication_theme gap_plot - -ggsave(filename = here::here('./tobacco_replication/plots/synth_figure3.png'), - height = 4, width = 4.6, units = 'in', dpi = 100) ``` ### Model setup diff --git a/tobacco_replication/tobacco_replication.html b/tobacco_replication/tobacco_replication.html index 4613e17..2e77410 100644 --- a/tobacco_replication/tobacco_replication.html +++ b/tobacco_replication/tobacco_replication.html @@ -8,10 +8,9 @@ + - - Permutation inference for the augsynth package @@ -28,1582 +27,305 @@ } }); - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - @@ -1612,22 +334,12 @@ -

    - - - - -
    @@ -1727,19 +439,19 @@

    Model setup

    summmary.augsynth(), are stored in augsynth$results by default when the inf_type argument is specified.

    -
    # Basic SCM with covariates
    -syn <- augsynth(form = cigsalepcap ~ treated | retprice + xxincome + K1_r_15_24,
    -                 unit = state,
    -                 time = year,
    -                 data = tobacco_70)
    -
    -# Basic SCM with inference added during model execution
    -syn_rstat <- augsynth(form = cigsalepcap ~ treated | retprice + xxincome + K1_r_15_24,
    -                   unit = state,
    -                   time = year,
    -                   data = tobacco_70,
    -                   inf_type = 'permutation_rstat' # "conformal", "jackknife", "jackknife+", "permutation"
    -                   )
    +
    # Basic SCM with covariates
    +syn <- augsynth(form = cigsalepcap ~ treated | retprice + xxincome + K1_r_15_24,
    +                 unit = state,
    +                 time = year,
    +                 data = tobacco_70)
    +
    +# Basic SCM with inference added during model execution
    +syn_rstat <- augsynth(form = cigsalepcap ~ treated | retprice + xxincome + K1_r_15_24,
    +                   unit = state,
    +                   time = year,
    +                   data = tobacco_70,
    +                   inf_type = 'permutation_rstat' # "conformal", "jackknife", "jackknife+", "permutation"
    +                   )

    Summmarizing results

    @@ -1748,23 +460,23 @@

    Summmarizing results

    Question: Currently, jackknife inference returns standard errors but not confidence intervals for the ATT estimate. Why is this?

    -

    +

    If an augsynth already has inference details stored in augsynth$results and an inference type is not specified, the summary method will return the existing inference. Otherwise, the summary will default to using conformal inference (inf_type = 'conformal')

    -
    summary(syn_rstat)$inf_type
    +
    summary(syn_rstat)$inf_type
    #> [1] "permutation_rstat"
    -
    summary(syn)$inf_type
    +
    summary(syn)$inf_type
    #> [1] "conformal"
    -
    summary(syn, inf_type = 'jackknife')$inf_type
    +
    summary(syn, inf_type = 'jackknife')$inf_type
    #> [1] "jackknife"

    In addition to using summary(), a user can update or replace the inference type of an augsynth model using add_inference().

    -
    syn_new <- add_inference(syn, inf_type = 'jackknife')
    -syn_new$results %>% attributes()
    +
    syn_new <- add_inference(syn, inf_type = 'jackknife')
    +syn_new$results %>% attributes()
    #> $names
     #> [1] "att"         "average_att" "inf_type"
    @@ -1776,12 +488,21 @@

    Permutation inference

    about the 95% confidence interval, as well as other data generated from the raw placebo tests. Placebo results are stored in augsynth$results$permutations

    -
    syn_rstat$results$permutations$placebo_dist
    -
    - -
    +
    syn_rstat$results$permutations$placebo_dist
    +
    #> # A tibble: 1,404 × 8
    +#>    state     trt  year CoLvl  Yobs     ATT RMSPE   rstat
    +#>    <chr>   <dbl> <dbl> <dbl> <dbl>   <dbl> <dbl>   <dbl>
    +#>  1 Alabama     0  1970  91.6  89.8 -1.77    1.19 -1.50  
    +#>  2 Alabama     0  1971  96.6  95.4 -1.25    1.19 -1.05  
    +#>  3 Alabama     0  1972  99.8 101.   1.31    1.19  1.10  
    +#>  4 Alabama     0  1973 104.  103.  -1.08    1.19 -0.915 
    +#>  5 Alabama     0  1974 108.  108.   0.0430  1.19  0.0363
    +#>  6 Alabama     0  1975 112.  112.  -0.0284  1.19 -0.0240
    +#>  7 Alabama     0  1976 115.  116.   1.27    1.19  1.07  
    +#>  8 Alabama     0  1977 117.  117.  -0.0985  1.19 -0.0831
    +#>  9 Alabama     0  1978 120.  123    2.57    1.19  2.17  
    +#> 10 Alabama     0  1979 120.  121.   1.38    1.19  1.16  
    +#> # ℹ 1,394 more rows

    Plotting augsynth models

    @@ -1795,44 +516,53 @@

    Plotting augsynth models

    If plot() is called on a model object without additional arguments, it will return an ATT estimate with a 95% confidence interval calculated using conformal inference.

    -
    plot(syn) + labs(title = 'Conformal inference (default)')
    -

    +
    plot(syn) + labs(title = 'Conformal inference (default)')
    +

    Setting plot_type = "placebo" with inference types of permutation or permutation_rstat will return a plot showing each placebo test. Otherwise, for other inference types, it will return only the ATT estimate.

    -
    plot(syn, 
    -     plot_type = 'placebo',
    -     inf_type = 'permutation',
    -     ) + ggtitle("Replication of Abadie et al. (2010), Figure 4")
    -

    -
    p <- plot(syn, plot_type = 'estimate only') + ggtitle("Replication of Abadie et al. (2010), Figure 3")
    -

    +
    plot(syn, 
    +     plot_type = 'placebo',
    +     inf_type = 'permutation',
    +     ) + ggtitle("Replication of Abadie et al. (2010), Figure 4")
    +

    +
    p <- plot(syn, plot_type = 'estimate only') + ggtitle("Replication of Abadie et al. (2010), Figure 3")
    +

    If an outcomes plot is desired, the user can call plot(plot_type = 'outcomes') on an augsynth object. The same result can be achieved using the augsynth_outcomes_plot() function.

    -
    p <- plot(syn_rstat, plot_type = 'outcomes') + 
    -  ggtitle("Replication of Abadie et al. (2010), Figure 2")
    -

    +
    p <- plot(syn_rstat, plot_type = 'outcomes') + 
    +  ggtitle("Replication of Abadie et al. (2010), Figure 2")
    +

    By default, augsynth_outcomes_plot() and plot(augsynth, plot_type = 'outcomes') will return both the raw average of donor units and the synthetic counterfactual.

    -
    augsynth_outcomes_plot(syn_rstat)
    -

    +
    augsynth_outcomes_plot(syn_rstat)
    +

    Examining donor units and RMSPE

    The donor_table() function will return a summary dataframe with the RMSPE and synthetic weight for each of the donor units.

    -
    donor_table(syn) %>%
    -  arrange( -synth_weight )
    -
    - -
    +
    donor_table(syn) %>%
    +  arrange( -synth_weight )
    +
    #> # A tibble: 38 × 3
    +#>    state          RMSPE synth_weight[,1]
    +#>    <chr>          <dbl>            <dbl>
    +#>  1 Colorado        2.84           0.483 
    +#>  2 Connecticut     1.96           0.404 
    +#>  3 Utah            2.18           0.156 
    +#>  4 Nevada          5.04           0.106 
    +#>  5 North Carolina  3.65           0.0415
    +#>  6 Virginia        1.82           0.0397
    +#>  7 Wyoming         4.31           0.0365
    +#>  8 Illinois        1.54           0.0328
    +#>  9 Nebraska        1.42           0.0237
    +#> 10 West Virginia   2.82           0.0231
    +#> # ℹ 28 more rows

    Limiting the donor pool

    @@ -1846,65 +576,35 @@

    Limiting the donor pool

    be specified using their unit identifiers (ex. “New Hampshire”).

    Updated augsynth models inherit the inference type, formula, and data structure of the original model.

    -
    update_augsynth(syn) %>% # drops units with >20x treated RMSPE by default
    -  plot(plot_type = 'placebo', inf_type = 'permutation') + 
    -  ggtitle("Replication of Abadie et al. (2010), Figure 5") + ylim(-51, 91) + 
    -  annotate('text', y = -48, x = 1970, label = "Removes donors with 20x California's  pre-treatment RMSPE",
    -           hjust = 0, color = 'darkseagreen', size = 3) 
    -update_augsynth(syn, drop = 5) %>% 
    -  plot(plot_type = 'placebo', inf_type = 'permutation') + 
    -  ggtitle("Replication of Abadie et al. (2010), Figure 6") + ylim(-51, 91) + 
    -  annotate('text', y = -48, x = 1970, label = "Removes donors with 5x California's pre-treatment RMSPE",
    -         hjust = 0, color = 'darkseagreen', size = 3) 
    -update_augsynth(syn, drop = 2) %>% 
    -  plot(plot_type = 'placebo', inf_type = 'permutation') + 
    -  ggtitle("Replication of Abadie et al. (2010), Figure 7") + ylim(-51, 91) + 
    -  annotate('text', y = -48, x = 1970, label = "Removes donors with 2x California's pre-treatment  RMSPE",
    -           hjust = 0, color = 'darkseagreen', size = 3) 
    -

    +
    update_augsynth(syn) %>% # drops units with >20x treated RMSPE by default
    +  plot(plot_type = 'placebo', inf_type = 'permutation') + 
    +  ggtitle("Replication of Abadie et al. (2010), Figure 5") + ylim(-51, 91) + 
    +  annotate('text', y = -48, x = 1970, label = "Removes donors with 20x California's  pre-treatment RMSPE",
    +           hjust = 0, color = 'darkseagreen', size = 3) 
    +update_augsynth(syn, drop = 5) %>% 
    +  plot(plot_type = 'placebo', inf_type = 'permutation') + 
    +  ggtitle("Replication of Abadie et al. (2010), Figure 6") + ylim(-51, 91) + 
    +  annotate('text', y = -48, x = 1970, label = "Removes donors with 5x California's pre-treatment RMSPE",
    +         hjust = 0, color = 'darkseagreen', size = 3) 
    +update_augsynth(syn, drop = 2) %>% 
    +  plot(plot_type = 'placebo', inf_type = 'permutation') + 
    +  ggtitle("Replication of Abadie et al. (2010), Figure 7") + ylim(-51, 91) + 
    +  annotate('text', y = -48, x = 1970, label = "Removes donors with 2x California's pre-treatment  RMSPE",
    +           hjust = 0, color = 'darkseagreen', size = 3) 
    +

    The names of units to be excluded can be passed in directly as characters using drop.

    -
    drop_states <- c("Iowa", "Arizona", "Alabama", "Illinois", "Indiana", "Idaho", "Connecticut", 
    -                 "New Mexico", "Texas", "Utah", "North Dakota", "South Dakota", "Vermont", 
    -                 "Wisconsin", "West Virginia", "Wyoming", "Tennessee", "Pennsylvania")
    -
    -update_augsynth(syn, drop = drop_states) %>% plot(plot_type = 'placebo', inf_type = 'permutation') 
    -

    +
    drop_states <- c("Iowa", "Arizona", "Alabama", "Illinois", "Indiana", "Idaho", "Connecticut", 
    +                 "New Mexico", "Texas", "Utah", "North Dakota", "South Dakota", "Vermont", 
    +                 "Wisconsin", "West Virginia", "Wyoming", "Tennessee", "Pennsylvania")
    +
    +update_augsynth(syn, drop = drop_states) %>% plot(plot_type = 'placebo', inf_type = 'permutation') 
    +

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zpRm7Al>RZpF(R<$B{%|Wh{Nt%|G7fp2*(Lz+z$f;G{kv(V_Ab6_GHEtK&XL!I0BUn zXsUx}sYD7EkM*WNU<1wHw87L_SCoIX!89~kGqHcOA(6kt!ZeY;_`#tt)}`TJW1(=^FMd$?f53o3f5m|Q zih Date: Wed, 24 Apr 2024 12:49:51 -0400 Subject: [PATCH 13/36] Update .gitignore --- .gitignore | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.gitignore b/.gitignore index 204f946..561017c 100644 --- a/.gitignore +++ b/.gitignore @@ -31,6 +31,6 @@ test.R .Rproj.user # scratch folder -\scratch -tobacco_replication\tobacco_replication_cache -tobacco_replication\tobacco_replication_files\figure-html +/scratch +tobacco_replication/tobacco_replication_cache +tobacco_replication/tobacco_replication_files/figure-html From a6d447aa978a082c25d2a0b9559f829db2c51e77 Mon Sep 17 00:00:00 2001 From: lmiratrix Date: Sun, 19 May 2024 08:23:19 -0400 Subject: [PATCH 14/36] clean up docs and whatnot --- NAMESPACE | 2 -- R/augsynth.R | 9 +++-- R/outcomes_plot.R | 3 +- R/permutation.R | 4 +++ man/augsynth_outcomes_plot.Rd | 19 ---------- man/augsynth_plot_from_results.Rd | 16 --------- man/estimate_robust_SE.Rd | 36 ------------------- man/get_placebo_gaps.Rd | 25 ------------- man/permutation_inf.Rd | 14 -------- tests/testthat/test-augsynth_plotting.R | 48 +++++++++++++++++++++++++ 10 files changed, 61 insertions(+), 115 deletions(-) delete mode 100644 man/augsynth_outcomes_plot.Rd delete mode 100644 man/augsynth_plot_from_results.Rd delete mode 100644 man/estimate_robust_SE.Rd delete mode 100644 man/get_placebo_gaps.Rd delete mode 100644 man/permutation_inf.Rd create mode 100644 tests/testthat/test-augsynth_plotting.R diff --git a/NAMESPACE b/NAMESPACE index d9f3297..abaee68 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -29,8 +29,6 @@ S3method(summary,multisynth) export(add_inference) export(augsynth) export(augsynth_multiout) -export(augsynth_outcomes_plot) -export(augsynth_plot_from_results) export(donor_table) export(is.augsynth) export(multisynth) diff --git a/R/augsynth.R b/R/augsynth.R index f1386e2..4229615 100644 --- a/R/augsynth.R +++ b/R/augsynth.R @@ -562,12 +562,17 @@ plot.summary.augsynth <- function(x, inf = NULL, inf_type = 'conformal', ...) { } + + #' Plot function for summary function for augsynth #' #' @param x Summary object #' @param ... Optional arguments -#' @export -augsynth_plot_from_results <- function(augsynth, inf_type = NULL, ...) { +#' +#' @noRd +augsynth_plot_from_results <- function(augsynth, + plot_type = 'estimate', + inf_type = NULL, ...) { stopifnot(tolower(inf_type) %in% c('conformal', 'jackknife', 'jackknife+', 'permutation', 'permutation_rstat', 'none')) diff --git a/R/outcomes_plot.R b/R/outcomes_plot.R index 8dd94ef..f815f5d 100644 --- a/R/outcomes_plot.R +++ b/R/outcomes_plot.R @@ -6,7 +6,8 @@ #' @param augsynth Augsynth object to be plotted #' @param measure Whether to plot the synthetic counterfactual or the #' raw average of donor units -#' @export +#' +#' @noRd augsynth_outcomes_plot <- function(augsynth, measure = c("synth", "average")) { trt_index <- which(augsynth$data$trt == 1) diff --git a/R/permutation.R b/R/permutation.R index f96ef57..9bab74a 100644 --- a/R/permutation.R +++ b/R/permutation.R @@ -11,6 +11,8 @@ #' time point. Each entry is the estimated impact for that unit at #' that time, after fitting augsynth on that unit as the tx unit and #' the other units as possible controls. +#' +#' @noRd get_placebo_gaps = function( ascm, att = TRUE ) { tx_id <- ascm$trt_unit @@ -226,6 +228,7 @@ calculate_RMSPE = function( lest, treat_year, tx_col, time_col ) { #' number of units to drop (the Howard method). FALSE means #' interpolate quantiles using R's quantile function. #' +#' @noRd estimate_robust_SE = function( placebo_estimates, k = NULL, beta=NULL, round_beta = FALSE ) { @@ -457,6 +460,7 @@ ci95_rstat_plot <- function(augsynth, inf_type) { #' #' @param augsynth An augsynth object. #' +#' @noRd permutation_inf <- function(augsynth, inf_type) { t0 <- dim(augsynth$data$synth_data$Z0)[1] diff --git a/man/augsynth_outcomes_plot.Rd b/man/augsynth_outcomes_plot.Rd deleted file mode 100644 index eeed3b6..0000000 --- a/man/augsynth_outcomes_plot.Rd +++ /dev/null @@ -1,19 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/outcomes_plot.R -\name{augsynth_outcomes_plot} -\alias{augsynth_outcomes_plot} -\title{Plot function returning the original level of the outcome variable -for the treated unit and its synthetic counterfactual} -\usage{ -augsynth_outcomes_plot(augsynth, measure = c("synth", "average")) -} -\arguments{ -\item{augsynth}{Augsynth object to be plotted} - -\item{measure}{Whether to plot the synthetic counterfactual or the -raw average of donor units} -} -\description{ -Plot function returning the original level of the outcome variable -for the treated unit and its synthetic counterfactual -} diff --git a/man/augsynth_plot_from_results.Rd b/man/augsynth_plot_from_results.Rd deleted file mode 100644 index d3b468e..0000000 --- a/man/augsynth_plot_from_results.Rd +++ /dev/null @@ -1,16 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/augsynth.R -\name{augsynth_plot_from_results} -\alias{augsynth_plot_from_results} -\title{Plot function for summary function for augsynth} -\usage{ -augsynth_plot_from_results(augsynth, inf_type = NULL, ...) -} -\arguments{ -\item{...}{Optional arguments} - -\item{x}{Summary object} -} -\description{ -Plot function for summary function for augsynth -} diff --git a/man/estimate_robust_SE.Rd b/man/estimate_robust_SE.Rd deleted file mode 100644 index 4237586..0000000 --- a/man/estimate_robust_SE.Rd +++ /dev/null @@ -1,36 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/permutation.R -\name{estimate_robust_SE} -\alias{estimate_robust_SE} -\title{Estimate robust SE} -\usage{ -estimate_robust_SE( - placebo_estimates, - k = NULL, - beta = NULL, - round_beta = FALSE -) -} -\arguments{ -\item{placebo_estimates}{The list of impact estimates to use for -estimating the SE.} - -\item{k}{Number of obs to drop from each tail (so 2k obs dropped -total)} - -\item{beta}{Proportion of obs to drop from each tail. E.g., 95\% to -drop 5\% most extreme. Only one of beta or k can be non-null.} - -\item{round_beta}{TRUE means adjust beta to the nearest integer -number of units to drop (the Howard method). FALSE means -interpolate quantiles using R's quantile function.} -} -\description{ -Given a list of impact estimates (all assumed to be estimating a -target impact of 0), calculate the modified standard deviation by -looking an in inner-quartile range rather than the simple standard -deviation. This reduces the effect of small numbers of extreme -outliers, and focuses on central variation. This then gets -converted to a standard error (standard deviation of the results, -in effect.) -} diff --git a/man/get_placebo_gaps.Rd b/man/get_placebo_gaps.Rd deleted file mode 100644 index 8f30ff8..0000000 --- a/man/get_placebo_gaps.Rd +++ /dev/null @@ -1,25 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/permutation.R -\name{get_placebo_gaps} -\alias{get_placebo_gaps} -\title{Run augsynth letting each unit be the treated unit. This -implements the abadie placebo test (e.g., from tobacco paper) but -with the augsynth package.} -\usage{ -get_placebo_gaps(ascm, att = TRUE) -} -\arguments{ -\item{tx.id}{Name/ID of treatment group (not stored in ascm)} -} -\value{ -Dataframe With each row corresponding to a unit (including - the original treated unit) and each column corresponding to a - time point. Each entry is the estimated impact for that unit at - that time, after fitting augsynth on that unit as the tx unit and - the other units as possible controls. -} -\description{ -Run augsynth letting each unit be the treated unit. This -implements the abadie placebo test (e.g., from tobacco paper) but -with the augsynth package. -} diff --git a/man/permutation_inf.Rd b/man/permutation_inf.Rd deleted file mode 100644 index 3c2dcbc..0000000 --- a/man/permutation_inf.Rd +++ /dev/null @@ -1,14 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/permutation.R -\name{permutation_inf} -\alias{permutation_inf} -\title{Generate formatted outputs for statistical inference using permutation inference} -\usage{ -permutation_inf(augsynth, inf_type) -} -\arguments{ -\item{augsynth}{An augsynth object.} -} -\description{ -Generate formatted outputs for statistical inference using permutation inference -} diff --git a/tests/testthat/test-augsynth_plotting.R b/tests/testthat/test-augsynth_plotting.R new file mode 100644 index 0000000..ce913d9 --- /dev/null +++ b/tests/testthat/test-augsynth_plotting.R @@ -0,0 +1,48 @@ + +library( tidyverse ) + +test_that("generall plotting functions do not crash", { + + data(basque, package="Synth") + + basque <- basque %>% mutate(trt = case_when(year < 1975 ~ 0, + regionno != 17 ~0, + regionno == 17 ~ 1)) %>% + filter(regionno != 1) + + + + syn <- single_augsynth(gdpcap ~ trt, regionno, year, 1975, basque, + progfunc="None", scm=T, fixedeff = F) + + syn + + sum <- summary( syn, inf_type = "permutation" ) + sum + + p0 <- plot( sum ) + p0 + + p <- plot( sum, plot_type = "estimate" ) + p + #expect_equal( p0, p ) + pEO <- plot( syn, plot_type = "estimate only" ) + pEO + p <- plot( sum, plot_type = "outcomes" ) + p + p <- plot( sum, plot_type = "outcomes raw average" ) + p + p <- plot( sum, plot_type = "placebo" ) + p + + sum$inf_type + + # These should be the same + p2 <- plot( syn ) + expect_true( is.ggplot(p2 ) ) + + sump <- summary( syn ) + p3 <- plot( sump ) + + expect_true( is.ggplot( p3 ) ) +}) From e49552100a7b4f5220d8bce7acaa5bd06c3b1870 Mon Sep 17 00:00:00 2001 From: lmiratrix Date: Fri, 24 May 2024 16:51:40 -0400 Subject: [PATCH 15/36] Cleaned up documentation and added a few utility functions. Removed some of the MDES calculation stuff from the permutation package to clarify inference side. --- NAMESPACE | 2 + R/augsynth.R | 440 +++++++------- R/augsynth_class.R | 49 ++ R/augsynth_pre.R | 13 +- R/donor_control.R | 12 +- R/fit_synth.R | 10 +- R/inference.R | 114 ++-- R/permutation.R | 613 ++++++++++---------- man/RMSPE.Rd | 17 + man/augsynth.Rd | 13 +- man/bootstrap_methods.Rd | 32 + man/calculate_MDES_table.Rd | 28 - man/calculate_RMSPE.Rd | 25 - man/donor_table.Rd | 7 +- man/make_V_matrix.Rd | 11 - man/permutation_plot.Rd | 3 +- man/rdirichlet_b.Rd | 14 - man/rmultinom_b.Rd | 14 - man/rwild_b.Rd | 14 - man/swap_treat_unit.Rd | 11 - man/treated_table.Rd | 24 + tests/testthat/test-permutation_inference.R | 26 +- tests/testthat/test_multisynth.R | 9 +- 23 files changed, 779 insertions(+), 722 deletions(-) create mode 100644 man/RMSPE.Rd create mode 100644 man/bootstrap_methods.Rd delete mode 100644 man/calculate_MDES_table.Rd delete mode 100644 man/calculate_RMSPE.Rd delete mode 100644 man/make_V_matrix.Rd delete mode 100644 man/rdirichlet_b.Rd delete mode 100644 man/rmultinom_b.Rd delete mode 100644 man/rwild_b.Rd delete mode 100644 man/swap_treat_unit.Rd create mode 100644 man/treated_table.Rd diff --git a/NAMESPACE b/NAMESPACE index abaee68..2917e8d 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -26,6 +26,7 @@ S3method(print,summary.multisynth) S3method(summary,augsynth) S3method(summary,augsynth_multiout) S3method(summary,multisynth) +export(RMSPE) export(add_inference) export(augsynth) export(augsynth_multiout) @@ -40,6 +41,7 @@ export(rdirichlet_b) export(rmultinom_b) export(rwild_b) export(single_augsynth) +export(treated_table) export(update_augsynth) import(dplyr) import(tidyr) diff --git a/R/augsynth.R b/R/augsynth.R index 4229615..7bbb90f 100644 --- a/R/augsynth.R +++ b/R/augsynth.R @@ -47,12 +47,12 @@ #' @param ... optional arguments for outcome model #' @export single_augsynth <- function(form, unit, time, t_int, data, - progfunc = "ridge", - scm=T, - fixedeff = FALSE, - cov_agg=NULL, - inf_type= 'none', #c( 'none', "conformal", "jackknife+", "jackknife", "permutation", "permutation_rstat"), - ...) { + progfunc = "ridge", + scm=T, + fixedeff = FALSE, + cov_agg=NULL, + inf_type= 'none', #c( 'none', "conformal", "jackknife+", "jackknife", "permutation", "permutation_rstat"), + ...) { call_name <- match.call() #inf_type = match.arg(inf_type) @@ -70,8 +70,8 @@ single_augsynth <- function(form, unit, time, t_int, data, treated_units <- data %>% filter(!!trt == 1) %>% distinct(!!unit) %>% pull(!!unit) control_units <- data %>% filter(!(!!unit %in% treated_units)) %>% - distinct(!!unit) %>% arrange(!!unit) %>% pull(!!unit) - ## add covariates + distinct(!!unit) %>% arrange(!!unit) %>% pull(!!unit) + ## add covariates if(length(form)[2] == 2) { Z <- extract_covariates(form, unit, time, t_int, data, cov_agg) } else { @@ -84,7 +84,7 @@ single_augsynth <- function(form, unit, time, t_int, data, # add some extra data augsynth$data$time <- data %>% distinct(!!time) %>% - arrange(!!time) %>% pull(!!time) + arrange(!!time) %>% pull(!!time) augsynth$call <- call_name augsynth$t_int <- t_int @@ -93,14 +93,14 @@ single_augsynth <- function(form, unit, time, t_int, data, # TODO update similar attribute for multi <- if want to use for plotting later augsynth$trt_unit <- data %>% filter(!!as.name(trt) == 1) %>% - pull(quo_name(unit)) %>% unique() + pull(quo_name(unit)) %>% unique() augsynth$time_var <- quo_name(time) augsynth$unit_var <- quo_name(unit) augsynth$raw_data <- data augsynth$form <- form if (tolower(inf_type) != 'none') { - augsynth <- add_inference(augsynth, inf_type = inf_type) + augsynth <- add_inference(augsynth, inf_type = inf_type) } return(augsynth) @@ -149,9 +149,9 @@ fit_augsynth_internal <- function(wide, synth_data, Z, progfunc, } else if(progfunc == "none") { ## Just SCM augsynth <- do.call(fit_ridgeaug_formatted, - c(list(wide_data = fit_wide, - synth_data = fit_synth_data, - Z = Z, ridge = F, scm = T, V = V, ...))) + c(list(wide_data = fit_wide, + synth_data = fit_synth_data, + Z = Z, ridge = F, scm = T, V = V, ...))) } else { ## Other outcome models progfuncs = c("ridge", "None", "en", "rf", "gsyn", "mcp", @@ -243,75 +243,75 @@ predict.augsynth <- function(object, att = F, ...) { #' } #' @export add_inference <- function(object, inf_type = "conformal", ...) { - augsynth <- object - - t0 <- ncol(augsynth$data$X) - t_final <- t0 + ncol(augsynth$data$y) - - if (tolower(inf_type) != "none") { - - if(inf_type == "jackknife") { - att_se <- jackknife_se_single(augsynth) - } else if(inf_type == "jackknife+") { - att_se <- time_jackknife_plus(augsynth, ...) - } else if(inf_type == "conformal") { - att_se <- conformal_inf(augsynth, ...) - } else if (inf_type %in% c('permutation', 'permutation_rstat')) { - if (is.null(augsynth$results$permutations)) { - augsynth <- add_placebo_distribution(augsynth) - } - att_se <- permutation_inf(augsynth, inf_type) - } else { - stop(paste(inf_type, "is not a valid choice of 'inf_type'")) - } + augsynth <- object - att <- data.frame(Time = augsynth$data$time, - Estimate = att_se$att[1:t_final]) - rownames(att) <- att$Time + t0 <- ncol(augsynth$data$X) + t_final <- t0 + ncol(augsynth$data$y) - if(inf_type == "jackknife") { - att$Std.Error <- att_se$se[1:t_final] - att_avg_se <- att_se$se[t_final + 1] - } else { - att_avg_se <- NA - } - if( length( att_se$att ) > t_final ) { - att_avg <- att_se$att[t_final + 1] + if (tolower(inf_type) != "none") { + + if(inf_type == "jackknife") { + att_se <- jackknife_se_single(augsynth) + } else if(inf_type == "jackknife+") { + att_se <- time_jackknife_plus(augsynth, ...) + } else if(inf_type == "conformal") { + att_se <- conformal_inf(augsynth, ...) + } else if (inf_type %in% c('permutation', 'permutation_rstat')) { + if (is.null(augsynth$results$permutations)) { + augsynth <- add_placebo_distribution(augsynth) + } + att_se <- permutation_inf(augsynth, inf_type) + } else { + stop(paste(inf_type, "is not a valid choice of 'inf_type'")) + } + + att <- data.frame(Time = augsynth$data$time, + Estimate = att_se$att[1:t_final]) + rownames(att) <- att$Time + + if(inf_type == "jackknife") { + att$Std.Error <- att_se$se[1:t_final] + att_avg_se <- att_se$se[t_final + 1] + } else { + att_avg_se <- NA + } + if( length( att_se$att ) > t_final ) { + att_avg <- att_se$att[t_final + 1] + } else { + att_avg <- mean(att$Estimate[(t0 + 1):t_final]) + } + if(inf_type %in% c("jackknife+", "nonpar_bs", "t_dist", "conformal", "permutation", "permutation_rstat")) { + att$lower_bound <- att_se$lb[1:t_final] + att$upper_bound <- att_se$ub[1:t_final] + } + if(inf_type %in% c("conformal", "permutation", "permutation_rstat")) { + att$p_val <- att_se$p_val[1:t_final] + } } else { - att_avg <- mean(att$Estimate[(t0 + 1):t_final]) + # No inference, make table of estimates and NAs for SEs, etc. + att_est <- predict(augsynth, att = TRUE) + att <- data.frame(Time = augsynth$data$time, + Estimate = att_est) + att$Std.Error <- NA + att_avg <- mean(att_est[(t0 + 1):t_final]) + att_avg_se <- NA } - if(inf_type %in% c("jackknife+", "nonpar_bs", "t_dist", "conformal", "permutation", "permutation_rstat")) { - att$lower_bound <- att_se$lb[1:t_final] - att$upper_bound <- att_se$ub[1:t_final] + + augsynth$results$att <- att + augsynth$results$average_att <- data.frame(Estimate = att_avg, Std.Error = att_avg_se) + + if(inf_type %in% c("jackknife+", "conformal", "permutation", "permutation_rstat")) { + augsynth$results$average_att$lower_bound <- att_se$lb[t_final + 1] + augsynth$results$average_att$upper_bound <- att_se$ub[t_final + 1] + augsynth$results$alpha <- att_se$alpha } if(inf_type %in% c("conformal", "permutation", "permutation_rstat")) { - att$p_val <- att_se$p_val[1:t_final] + augsynth$results$average_att$p_val <- att_se$p_val[t_final + 1] } - } else { - # No inference, make table of estimates and NAs for SEs, etc. - att_est <- predict(augsynth, att = T) - att <- data.frame(Time = augsynth$data$time, - Estimate = att_est) - att$Std.Error <- NA - att_avg <- mean(att_est[(t0 + 1):t_final]) - att_avg_se <- NA - } - - augsynth$results$att <- att - augsynth$results$average_att <- data.frame(Estimate = att_avg, Std.Error = att_avg_se) - - if(inf_type %in% c("jackknife+", "conformal", "permutation", "permutation_rstat")) { - augsynth$results$average_att$lower_bound <- att_se$lb[t_final + 1] - augsynth$results$average_att$upper_bound <- att_se$ub[t_final + 1] - augsynth$results$alpha <- att_se$alpha - } - if(inf_type %in% c("conformal", "permutation", "permutation_rstat")) { - augsynth$results$average_att$p_val <- att_se$p_val[t_final + 1] - } - - augsynth$results$inf_type <- inf_type - - return(augsynth) + + augsynth$results$inf_type <- inf_type + + return(augsynth) } @@ -349,16 +349,16 @@ summary.augsynth <- function(object, inf_type = NULL, ...) { t_final <- t0 + ncol(augsynth$data$y) if (is.null(inf_type)) { - if (!is.null(augsynth$results)) { - inf_type <- augsynth$results$inf_type - } else { - inf_type <- 'conformal' - } + if (!is.null(augsynth$results)) { + inf_type <- augsynth$results$inf_type + } else { + inf_type <- 'conformal' + } } if (is.null(augsynth$results)) { - augsynth <- add_inference(augsynth, inf_type = inf_type) + augsynth <- add_inference(augsynth, inf_type = inf_type) } else if (augsynth$results$inf_type != inf_type) { - augsynth <- add_inference(augsynth, inf_type = inf_type) + augsynth <- add_inference(augsynth, inf_type = inf_type) } # Copy over all of OG object except for data @@ -381,9 +381,9 @@ summary.augsynth <- function(object, inf_type = NULL, ...) { m1 <- colMeans(mhat[trt==1,,drop=F]) if(tolower(augsynth$progfunc) == "none" | (!augsynth$scm)) { - summ$bias_est <- NA + summ$bias_est <- NA } else { - summ$bias_est <- m1 - t(mhat[trt==0,,drop=F]) %*% w + summ$bias_est <- m1 - t(mhat[trt==0,,drop=F]) %*% w } summ$n_unit = n_unit(augsynth) @@ -434,95 +434,95 @@ print.summary.augsynth <- function(x, ...) { att_post <- summ$average_att$Estimate se_est <- summ$att$Std.Error if(summ$inf_type == "jackknife") { - se_avg <- summ$average_att$Std.Error + se_avg <- summ$average_att$Std.Error - out_msg <- paste("Average ATT Estimate (Jackknife Std. Error): ", - format(round(att_post,3), nsmall=3), - " (", - format(round(se_avg,3)), ")\n") - inf_type <- "Jackknife over units" + out_msg <- paste("Average ATT Estimate (Jackknife Std. Error): ", + format(round(att_post,3), nsmall=3), + " (", + format(round(se_avg,3)), ")\n") + inf_type <- "Jackknife over units" } else if(summ$inf_type == "conformal") { - p_val <- summ$average_att$p_val - out_msg <- paste("Average ATT Estimate (p Value for Joint Null): ", - format(round(att_post,3), nsmall=3), - " (", - format(round(p_val,3)), ")\n") - inf_type <- "Conformal inference" + p_val <- summ$average_att$p_val + out_msg <- paste("Average ATT Estimate (p Value for Joint Null): ", + format(round(att_post,3), nsmall=3), + " (", + format(round(p_val,3)), ")\n") + inf_type <- "Conformal inference" } else if(summ$inf_type == "jackknife+") { - out_msg <- paste("Average ATT Estimate: ", - format(round(att_post,3), nsmall=3), "\n") - inf_type <- "Jackknife+ over time periods" + out_msg <- paste("Average ATT Estimate: ", + format(round(att_post,3), nsmall=3), "\n") + inf_type <- "Jackknife+ over time periods" } else if (summ$inf_type %in% c('permutation', "permutation_rstat")) { - out_msg <- paste("Average ATT Estimate: ", - format(round(att_post,3), nsmall=3), "\n") - inf_type <- ifelse(summ$inf_type == 'permutation', - "Permutation inference", - "Permutation inference (RMSPE-adjusted)") + out_msg <- paste("Average ATT Estimate: ", + format(round(att_post,3), nsmall=3), "\n") + inf_type <- ifelse(summ$inf_type == 'permutation', + "Permutation inference", + "Permutation inference (RMSPE-adjusted)") } else { - out_msg <- paste("Average ATT Estimate: ", - format(round(att_post,3), nsmall=3), "\n") - inf_type <- "None" + out_msg <- paste("Average ATT Estimate: ", + format(round(att_post,3), nsmall=3), "\n") + inf_type <- "None" } out_msg <- paste(out_msg, - "L2 Imbalance: ", - format(round(summ$l2_imbalance,3), nsmall=3), "\n", - "Percent improvement from uniform weights: ", - format(round(1 - summ$scaled_l2_imbalance,3)*100), "%\n\n", - sep="") - if(!is.null(summ$covariate_l2_imbalance)) { - - out_msg <- paste(out_msg, - "Covariate L2 Imbalance: ", - format(round(summ$covariate_l2_imbalance,3), - nsmall=3), - "\n", + "L2 Imbalance: ", + format(round(summ$l2_imbalance,3), nsmall=3), "\n", "Percent improvement from uniform weights: ", - format(round(1 - summ$scaled_covariate_l2_imbalance,3)*100), - "%\n\n", + format(round(1 - summ$scaled_l2_imbalance,3)*100), "%\n\n", sep="") + if(!is.null(summ$covariate_l2_imbalance)) { + + out_msg <- paste(out_msg, + "Covariate L2 Imbalance: ", + format(round(summ$covariate_l2_imbalance,3), + nsmall=3), + "\n", + "Percent improvement from uniform weights: ", + format(round(1 - summ$scaled_covariate_l2_imbalance,3)*100), + "%\n\n", + sep="") - } - out_msg <- paste(out_msg, - "Avg Estimated Bias: ", - format(round(mean(summ$bias_est), 3),nsmall=3), "\n\n", - "Inference type: ", - inf_type, - "\n\n", - sep="") - cat(out_msg) + } + out_msg <- paste(out_msg, + "Avg Estimated Bias: ", + format(round(mean(summ$bias_est), 3),nsmall=3), "\n\n", + "Inference type: ", + inf_type, + "\n\n", + sep="") + cat(out_msg) if(summ$inf_type == "jackknife") { - out_att <- summ$att[t_int:t_final,] %>% - select(Time, Estimate, Std.Error) + out_att <- summ$att[t_int:t_final,] %>% + select(Time, Estimate, Std.Error) } else if(summ$inf_type == "conformal") { - out_att <- summ$att[t_int:t_final,] %>% - select(Time, Estimate, lower_bound, upper_bound, p_val) - names(out_att) <- c("Time", "Estimate", - paste0((1 - summ$alpha) * 100, "% CI Lower Bound"), - paste0((1 - summ$alpha) * 100, "% CI Upper Bound"), - paste0("p Value")) + out_att <- summ$att[t_int:t_final,] %>% + select(Time, Estimate, lower_bound, upper_bound, p_val) + names(out_att) <- c("Time", "Estimate", + paste0((1 - summ$alpha) * 100, "% CI Lower Bound"), + paste0((1 - summ$alpha) * 100, "% CI Upper Bound"), + paste0("p Value")) } else if(summ$inf_type == "jackknife+") { - out_att <- summ$att[t_int:t_final,] %>% - select(Time, Estimate, lower_bound, upper_bound) - names(out_att) <- c("Time", "Estimate", - paste0((1 - summ$alpha) * 100, "% CI Lower Bound"), - paste0((1 - summ$alpha) * 100, "% CI Upper Bound")) + out_att <- summ$att[t_int:t_final,] %>% + select(Time, Estimate, lower_bound, upper_bound) + names(out_att) <- c("Time", "Estimate", + paste0((1 - summ$alpha) * 100, "% CI Lower Bound"), + paste0((1 - summ$alpha) * 100, "% CI Upper Bound")) } else if (summ$inf_type %in% c('permutation', "permutation_rstat")) { - out_att <- summ$att[t_int:t_final, ] %>% - select(Time, Estimate, lower_bound, upper_bound, p_val) - names(out_att) <- c("Time", "Estimate", - paste0((1 - summ$alpha) * 100, "% CI Lower Bound"), - paste0((1 - summ$alpha) * 100, "% CI Upper Bound"), - paste0('p Value')) + out_att <- summ$att[t_int:t_final, ] %>% + select(Time, Estimate, lower_bound, upper_bound, p_val) + names(out_att) <- c("Time", "Estimate", + paste0((1 - summ$alpha) * 100, "% CI Lower Bound"), + paste0((1 - summ$alpha) * 100, "% CI Upper Bound"), + paste0('p Value')) } else { - out_att <- summ$att[t_int:t_final,] %>% - select(Time, Estimate) + out_att <- summ$att[t_int:t_final,] %>% + select(Time, Estimate) } out_att %>% - mutate_at(vars(-Time), ~ round(., 3)) %>% - print(row.names = F) + mutate_at(vars(-Time), ~ round(., 3)) %>% + print(row.names = F) } @@ -532,33 +532,33 @@ print.summary.augsynth <- function(x, ...) { #' @param ... Optional arguments #' @export plot.summary.augsynth <- function(x, inf = NULL, inf_type = 'conformal', ...) { - summ <- x - - if (tolower(inf_type) != 'none') { - inf = T - } else{ - inf = F - } - - p <- summ$att %>% - ggplot2::ggplot(ggplot2::aes(x=Time, y=Estimate)) - - if(inf) { - if(all(is.na(summ$att$lower_bound))) { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=Estimate-2*Std.Error, - ymax=Estimate+2*Std.Error), - alpha=0.2) - } else { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=lower_bound, - ymax=upper_bound), - alpha=0.2) + summ <- x + + if (tolower(inf_type) != 'none') { + inf = T + } else{ + inf = F } - } - p + ggplot2::geom_line() + - ggplot2::geom_vline(xintercept=summ$t_int, lty=2) + - ggplot2::geom_hline(yintercept=0, lty=2) + - ggplot2::theme_bw() + p <- summ$att %>% + ggplot2::ggplot(ggplot2::aes(x=Time, y=Estimate)) + + if(inf) { + if(all(is.na(summ$att$lower_bound))) { + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=Estimate-2*Std.Error, + ymax=Estimate+2*Std.Error), + alpha=0.2) + } else { + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=lower_bound, + ymax=upper_bound), + alpha=0.2) + } + + } + p + ggplot2::geom_line() + + ggplot2::geom_vline(xintercept=summ$t_int, lty=2) + + ggplot2::geom_hline(yintercept=0, lty=2) + + ggplot2::theme_bw() } @@ -574,50 +574,50 @@ augsynth_plot_from_results <- function(augsynth, plot_type = 'estimate', inf_type = NULL, ...) { - stopifnot(tolower(inf_type) %in% c('conformal', 'jackknife', 'jackknife+', 'permutation', 'permutation_rstat', 'none')) + stopifnot(tolower(inf_type) %in% c('conformal', 'jackknife', 'jackknife+', 'permutation', 'permutation_rstat', 'none')) - if (is.null(inf_type)) { - if (!is.null(augsynth$results)) { - inf_type <- augsynth$results$inf_type + if (is.null(inf_type)) { + if (!is.null(augsynth$results)) { + inf_type <- augsynth$results$inf_type + } else { + inf_type <- 'conformal' + } + } + + if (tolower(inf_type) == 'none') { + ci = F } else { - inf_type <- 'conformal' + ci = T } - } - - if (tolower(inf_type) == 'none') { - ci = F - } else { - ci = T - } - - if (is.null(augsynth$results)) { - augsynth <- add_inference(augsynth, inf_type = inf_type) - } else if (augsynth$results$inf_type != inf_type) { - augsynth <- add_inference(augsynth, inf_type = inf_type) - } - - p <- augsynth$results$att %>% - ggplot2::ggplot(ggplot2::aes(x = Time, y = Estimate)) - - if (ci) { - if(all(is.na(augsynth$results$att$lower_bound))) { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin = Estimate - 2 * Std.Error, - ymax = Estimate + 2 * Std.Error), - alpha = 0.2) - } else { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin = lower_bound, - ymax = upper_bound), - alpha = 0.2) - } - - } - p <- p + ggplot2::geom_line() + - ggplot2::geom_vline(xintercept = augsynth$t_int, lty = 2) + - ggplot2::geom_hline(yintercept = 0, lty = 2) + - ggplot2::labs(x = augsynth$time_var) + - ggplot2::theme_bw() - - return(p) + + if (is.null(augsynth$results)) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } else if (augsynth$results$inf_type != inf_type) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } + + p <- augsynth$results$att %>% + ggplot2::ggplot(ggplot2::aes(x = Time, y = Estimate)) + + if (ci) { + if(all(is.na(augsynth$results$att$lower_bound))) { + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin = Estimate - 2 * Std.Error, + ymax = Estimate + 2 * Std.Error), + alpha = 0.2) + } else { + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin = lower_bound, + ymax = upper_bound), + alpha = 0.2) + } + + } + p <- p + ggplot2::geom_line() + + ggplot2::geom_vline(xintercept = augsynth$t_int, lty = 2) + + ggplot2::geom_hline(yintercept = 0, lty = 2) + + ggplot2::labs(x = augsynth$time_var) + + ggplot2::theme_bw() + + return(p) } diff --git a/R/augsynth_class.R b/R/augsynth_class.R index a7664db..00f4ad3 100644 --- a/R/augsynth_class.R +++ b/R/augsynth_class.R @@ -242,3 +242,52 @@ n_treated.augsynth <- function(x, ... ) { return( 1 ) } + +#' RMSPE for treated unit +#' +#' @param augsynth Augsynth object +#' @return RMSPE (Root mean squared predictive error) for the treated unit in pre-treatment era +#' +#' @export +RMSPE <- function( augsynth ) { + stopifnot( is.augsynth(augsynth) ) + + pd = predict( augsynth, att = TRUE ) + sqrt( mean( pd[1:ncol(augsynth$data$X)]^2 ) ) +} + + + +#' Return a summary data frame for the treated unit +#' +#' @param augsynth Augsynth object of interest +#' +#' @return Dataframe of information about the treated unit, one row +#' per time point. This includes the measured outcome, predicted +#' outcome from the synthetic unit, the average of all donor units +#' (as reference, called `raw_average`), and the estimated impact +#' (`ATT`), and the r-statistic (ATT divided by RMSPE). +#' +#' @seealso [donor_table()] +#' @export +treated_table <- function(augsynth) { + + df <- get_long_data(augsynth) + + lvls <- df %>% + group_by( year, ever_Tx ) %>% + summarise( Yavg = mean( Yobs ), .groups="drop" ) %>% + pivot_wider( names_from = ever_Tx, values_from = Yavg ) + colnames(lvls)[2:3] <- c("raw_average", "Yobs") + + t0 <- ncol(augsynth$data$X) + tpost <- ncol(augsynth$data$y) + lvls$tx = rep( c(0,1), c( t0, tpost ) ) + lvls$Yhat = predict( augsynth ) + lvls$ATT = lvls$Yobs - lvls$Yhat + lvls$rstat = lvls$ATT / sqrt( mean( lvls$ATT[ lvls$tx == 0 ]^2 ) ) + + return( lvls ) +} + + diff --git a/R/augsynth_pre.R b/R/augsynth_pre.R index d1a5adf..8593d2a 100644 --- a/R/augsynth_pre.R +++ b/R/augsynth_pre.R @@ -5,11 +5,18 @@ #' Fit Augmented SCM +#' +#' The general `augsynth()` method dispatches to `single_augsynth`, +#' `augsynth_multiout`, or `multisynth` based on the number of +#' outcomes and treatment times. See documentation for these methods +#' for further detail. +#' #' @param form outcome ~ treatment | auxillary covariates #' @param unit Name of unit column #' @param time Name of time column #' @param data Panel data as dataframe -#' @param t_int Time of intervention (used for single-period treatment only) +#' @param t_int Time of intervention (used for single-period treatment +#' only) #' @param ... Optional arguments #' \itemize{ #' \item Single period augsynth with/without multiple outcomes @@ -31,11 +38,13 @@ #' } #' } #' -#' @return augsynth object that contains: +#' @return augsynth or multisynth object (depending on dispatch) that contains (among other things): #' \itemize{ #' \item{"weights"}{weights} #' \item{"data"}{Panel data as matrices} #' } +#' +#' @seealso `single_augsynth`, `augsynth_multiout`, `multisynth` #' @export #' augsynth <- function(form, unit, time, data, t_int=NULL, ...) { diff --git a/R/donor_control.R b/R/donor_control.R index 4003957..4735e57 100644 --- a/R/donor_control.R +++ b/R/donor_control.R @@ -1,7 +1,17 @@ +# This file contains methods to monitor and modify set of donor units +# in augmented synthetic control method -#' Return a summary data frame donor units used in the model, along with their RMSPEs and synthetic weights + +#' Return a summary data frame donor units used in the model, along +#' with their RMSPEs and synthetic weights +#' +#' If the augsynth object does not have permutation-based inference +#' results, the function will call that form of inference, in order to +#' calculate the RMSPEs for each donor unit in turn. +#' #' @param augsynth Augsynth object to be plotted +#' #' @export donor_table <- function(augsynth) { diff --git a/R/fit_synth.R b/R/fit_synth.R index 69cddcd..17c006c 100644 --- a/R/fit_synth.R +++ b/R/fit_synth.R @@ -3,12 +3,14 @@ ####################################################### #' Make a V matrix from a vector (or null) +#' +#' @noRd make_V_matrix <- function(t0, V) { if(is.null(V)) { V <- diag(rep(1, t0)) } else if(is.vector(V)) { if(length(V) != t0) { - stop(paste("`V` must be a vector with", t0, "elements or a", t0, + stop(paste("`V` must be a vector with", t0, "elements or a", t0, "x", t0, "matrix")) } V <- diag(V) @@ -18,7 +20,7 @@ make_V_matrix <- function(t0, V) { V <- diag(c(V)) } else if(nrow(V) == t0) { } else { - stop(paste("`V` must be a vector with", t0, "elements or a", t0, + stop(paste("`V` must be a vector with", t0, "elements or a", t0, "x", t0, "matrix")) } @@ -61,7 +63,7 @@ fit_synth_formatted <- function(synth_data, V = NULL) { #' @param V Scaling matrix #' @noRd synth_qp <- function(X1, X0, V) { - + Pmat <- X0 %*% V %*% t(X0) qvec <- - t(X1) %*% V %*% t(X0) @@ -74,7 +76,7 @@ synth_qp <- function(X1, X0, V) { eps_rel = 1e-8, eps_abs = 1e-8) sol <- osqp::solve_osqp(P = Pmat, q = qvec, - A = A, l = l, u = u, + A = A, l = l, u = u, pars = settings) return(sol$x) diff --git a/R/inference.R b/R/inference.R index 04e2c13..c9c7998 100644 --- a/R/inference.R +++ b/R/inference.R @@ -26,7 +26,7 @@ time_jackknife_plus <- function(ascm, alpha = 0.05, conservative = F) { tpost <- ncol(wide_data$y) t_final <- dim(synth_data$Y0plot)[1] - jack_ests <- lapply(1:t0, + jack_ests <- lapply(1:t0, function(tdrop) { # drop unit i new_data <- drop_time_t(wide_data, Z, tdrop) @@ -56,11 +56,11 @@ time_jackknife_plus <- function(ascm, alpha = 0.05, conservative = F) { out <- list() att <- predict(ascm, att = T) - out$att <- c(att, + out$att <- c(att, mean(att[(t0 + 1):t_final])) # held out ATT - out$heldout_att <- c(held_out_errs, - att[(t0 + 1):t_final], + out$heldout_att <- c(held_out_errs, + att[(t0 + 1):t_final], mean(att[(t0 + 1):t_final])) # out$se <- rep(NA, 10 + tpost) @@ -95,7 +95,7 @@ drop_time_t <- function(wide_data, Z, t_drop) { new_wide_data <- list() new_wide_data$trt <- wide_data$trt new_wide_data$X <- wide_data$X[, -t_drop, drop = F] - new_wide_data$y <- cbind(wide_data$X[, t_drop, drop = F], + new_wide_data$y <- cbind(wide_data$X[, t_drop, drop = F], wide_data$y) X0 <- new_wide_data$X[new_wide_data$trt == 0,, drop = F] @@ -113,7 +113,7 @@ drop_time_t <- function(wide_data, Z, t_drop) { return(list(wide_data = new_wide_data, synth_data = new_synth_data, - Z = Z)) + Z = Z)) } #' Conformal inference procedure to compute p-values and point-wise confidence intervals @@ -134,7 +134,7 @@ drop_time_t <- function(wide_data, Z, t_drop) { #' \item{"p_val"}{p-value for test of no post-treatment effect} #' \item{"alpha"}{Level of confidence interval} #' } -conformal_inf <- function(ascm, alpha = 0.05, +conformal_inf <- function(ascm, alpha = 0.05, stat_func = NULL, type = "block", q = 1, ns = 1000, grid_size = 50) { wide_data <- ascm$data @@ -177,9 +177,9 @@ conformal_inf <- function(ascm, alpha = 0.05, new_wide_data <- wide_data new_wide_data$X <- cbind(wide_data$X, wide_data$y) new_wide_data$y <- matrix(1, nrow = n, ncol = 1) - null_p <- compute_permute_pval(new_wide_data, ascm, 0, ncol(wide_data$y), + null_p <- compute_permute_pval(new_wide_data, ascm, 0, ncol(wide_data$y), type, q, ns, stat_func) - + out <- list() att <- predict(ascm, att = T) out$att <- c(att, mean(att[(t0 + 1):t_final])) @@ -201,7 +201,7 @@ conformal_inf <- function(ascm, alpha = 0.05, #' @param q The norm for the test static `((sum(x ^ q))) ^ (1/q)` #' @param ns Number of resamples for "iid" permutations #' @param stat_func Function to compute test statistic -#' +#' #' @return List that contains: #' \itemize{ #' \item{"resids"}{Residuals after enforcing the null} @@ -243,7 +243,7 @@ compute_permute_test_stats <- function(wide_data, ascm, h0, stat_func <- function(x) (sum(abs(x) ^ q) / sqrt(length(x))) ^ (1 / q) } if(type == "iid") { - test_stats <- sapply(1:ns, + test_stats <- sapply(1:ns, function(x) { reorder <- sample(resids) stat_func(reorder[(t0 + 1):tpost]) @@ -256,7 +256,7 @@ compute_permute_test_stats <- function(wide_data, ascm, h0, stat_func(reorder[(t0 + 1):tpost]) }) } - + return(list(resids = resids, test_stats = test_stats, stat_func = stat_func)) @@ -272,7 +272,7 @@ compute_permute_test_stats <- function(wide_data, ascm, h0, #' @param q The norm for the test static `((sum(x ^ q))) ^ (1/q)` #' @param ns Number of resamples for "iid" permutations #' @param stat_func Function to compute test statistic -#' +#' #' @return Computed p-value #' @noRd compute_permute_pval <- function(wide_data, ascm, h0, @@ -294,7 +294,7 @@ compute_permute_pval <- function(wide_data, ascm, h0, #' @param q The norm for the test static `((sum(x ^ q))) ^ (1/q)` #' @param ns Number of resamples for "iid" permutations #' @param stat_func Function to compute test statistic -#' +#' #' @return (lower bound of interval, upper bound of interval, p-value for null of 0 effect) #' @noRd compute_permute_ci <- function(wide_data, ascm, grid, @@ -302,9 +302,9 @@ compute_permute_ci <- function(wide_data, ascm, grid, q, ns, stat_func) { # make sure 0 is in the grid grid <- c(grid, 0) - ps <-sapply(grid, + ps <-sapply(grid, function(x) { - compute_permute_pval(wide_data, ascm, x, + compute_permute_pval(wide_data, ascm, x, post_length, type, q, ns, stat_func) }) c(min(grid[ps >= alpha]), max(grid[ps >= alpha]), ps[grid == 0]) @@ -337,7 +337,7 @@ time_jackknife_plus_multiout <- function(ascm_multi, alpha = 0.05, conservative t_final <- t0 + tpost Z <- wide_data$Z - jack_ests <- lapply(1:t0, + jack_ests <- lapply(1:t0, function(tdrop) { # drop unit i new_data_list <- drop_time_t_multiout(data_list, Z, tdrop) @@ -373,15 +373,15 @@ time_jackknife_plus_multiout <- function(ascm_multi, alpha = 0.05, conservative out <- list() att <- predict(ascm_multi, att = T) - out$att <- rbind(att, + out$att <- rbind(att, colMeans(att[(t0 + 1):t_final, , drop = F])) # held out ATT - out$heldout_att <- rbind(t(held_out_errs), - att[(t0 + 1):t_final, , drop = F], + out$heldout_att <- rbind(t(held_out_errs), + att[(t0 + 1):t_final, , drop = F], colMeans(att[(t0 + 1):t_final, , drop = F])) if(conservative) { - qerr <- apply(abs(held_out_errs), 1, + qerr <- apply(abs(held_out_errs), 1, stats::quantile, 1 - alpha, type = 1) out$lb <- rbind(matrix(NA, nrow = t0, ncol = k), t(t(apply(jack_dist_cons, 1:2, min)) - qerr)) @@ -392,8 +392,8 @@ time_jackknife_plus_multiout <- function(ascm_multi, alpha = 0.05, conservative out$lb <- rbind(matrix(NA, nrow = t0, ncol = k), apply(jack_dist_low, 1:2, stats::quantile, alpha, type = 1)) - out$ub <- rbind(matrix(NA, nrow = t0, ncol = k), - apply(jack_dist_high, 1:2, + out$ub <- rbind(matrix(NA, nrow = t0, ncol = k), + apply(jack_dist_high, 1:2, stats::quantile, 1 - alpha, type = 1)) } # shift back to ATT scale @@ -422,7 +422,7 @@ drop_time_t_multiout <- function(data_list, Z, t_drop) { function(x) x[, -t_drop, drop = F]) new_data_list$y <- lapply(1:length(data_list$y), function(k) { - cbind(data_list$X[[k]][, t_drop, drop = F], + cbind(data_list$X[[k]][, t_drop, drop = F], data_list$y[[k]]) }) return(new_data_list) @@ -447,7 +447,7 @@ drop_time_t_multiout <- function(data_list, Z, t_drop) { #' \item{"p_val"}{p-value for test of no post-treatment effect} #' \item{"alpha"}{Level of confidence interval} #' } -conformal_inf_multiout <- function(ascm_multi, alpha = 0.05, +conformal_inf_multiout <- function(ascm_multi, alpha = 0.05, stat_func = NULL, type = "iid", q = 1, ns = 1000, grid_size = 1, lin_h0 = NULL) { @@ -467,7 +467,7 @@ conformal_inf_multiout <- function(ascm_multi, alpha = 0.05, post_att <- att[(t0 +1):t_final,, drop = F] post_sd <- apply(post_att, 2, function(x) sqrt(mean(x ^ 2, na.rm = T))) # iterate over post-treatment periods to get pointwise CIs - + vapply(1:tpost, function(j) { # fit using t0 + j as a pre-treatment period and get residuals @@ -479,8 +479,8 @@ conformal_inf_multiout <- function(ascm_multi, alpha = 0.05, colnames(data_list$y[[i]])[j]) Xi }) - - + + if(tpost > 1) { new_data_list$y <- lapply(1:k, function(i) { @@ -499,7 +499,7 @@ conformal_inf_multiout <- function(ascm_multi, alpha = 0.05, # make a grid around the estimated ATT if(is.null(lin_h0)) { - grid <- lapply(1:k, + grid <- lapply(1:k, function(i) { seq(att[t0 + j, i] - 2 * post_sd[i], att[t0 + j, i] + 2 * post_sd[i], length.out = grid_size) @@ -517,7 +517,7 @@ conformal_inf_multiout <- function(ascm_multi, alpha = 0.05, compute_permute_pval_multiout(new_data_list, ascm_multi, numeric(k), 1, type, q, ns, stat_func)) } - + }, matrix(0, ncol = k, nrow=3)) -> cis # # test a null post-treatment effect @@ -536,10 +536,10 @@ conformal_inf_multiout <- function(ascm_multi, alpha = 0.05, data_list$y[[i]][, 1, drop = FALSE] }) null_p <- compute_permute_pval_multiout(new_data_list, ascm_multi, - numeric(k), + numeric(k), tpost, type, q, ns, stat_func) if(is.null(lin_h0)) { - grid <- lapply(1:k, + grid <- lapply(1:k, function(i) { seq(min(att[(t0 + 1):tpost, i]) - 4 * post_sd[i], max(att[(t0 + 1):tpost, i]) + 4 * post_sd[i], @@ -588,7 +588,7 @@ conformal_inf_multiout <- function(ascm_multi, alpha = 0.05, #' @param q The norm for the test static `((sum(x ^ q))) ^ (1/q)` #' @param ns Number of resamples for "iid" permutations #' @param stat_func Function to compute test statistic -#' +#' #' @return List that contains: #' \itemize{ #' \item{"resids"}{Residuals after enforcing the null} @@ -629,7 +629,7 @@ compute_permute_test_stats_multiout <- function(data_list, ascm_multi, h0, } } if(type == "iid") { - test_stats <- sapply(1:ns, + test_stats <- sapply(1:ns, function(x) { idxs <- sample(1:nrow(resids)) reorder <- resids[idxs, , drop = F] @@ -646,7 +646,7 @@ compute_permute_test_stats_multiout <- function(data_list, ascm_multi, h0, apply(reorder[(t0 + 1):tpost, , drop = F], 2, stat_func) }) } - + return(list(resids = resids, test_stats = matrix(test_stats, nrow = k), stat_func = stat_func)) @@ -662,7 +662,7 @@ compute_permute_test_stats_multiout <- function(data_list, ascm_multi, h0, #' @param q The norm for the test static `((sum(x ^ q))) ^ (1/q)` #' @param ns Number of resamples for "iid" permutations #' @param stat_func Function to compute test statistic -#' +#' #' @return Computed p-value #' @noRd compute_permute_pval_multiout <- function(data_list, ascm_multi, h0, @@ -695,7 +695,7 @@ compute_permute_pval_multiout <- function(data_list, ascm_multi, h0, #' @param q The norm for the test static `((sum(x ^ q))) ^ (1/q)` #' @param ns Number of resamples for "iid" permutations #' @param stat_func Function to compute test statistic -#' +#' #' @return (lower bound of interval, upper bound of interval, p-value for null of 0 effect) #' @noRd compute_permute_ci_multiout <- function(data_list, ascm_multi, grid, @@ -717,12 +717,12 @@ compute_permute_ci_multiout <- function(data_list, ascm_multi, grid, } ps <- apply(grid, 1, function(x) { - compute_permute_pval_multiout(data_list, ascm_multi, x, + compute_permute_pval_multiout(data_list, ascm_multi, x, post_length, type, q, ns, stat_func) }) - sapply(1:k, - function(i) c(min(grid[ps >= alpha, i]), - max(grid[ps >= alpha, i]), + sapply(1:k, + function(i) c(min(grid[ps >= alpha, i]), + max(grid[ps >= alpha, i]), ps[apply(grid == 0, 1, all)])) } @@ -780,7 +780,7 @@ drop_unit_i_multiout <- function(wide_list, Z, i) { #' Estimate standard errors for single ASCM with the jackknife #' Do this for ridge-augmented synth #' @param ascm Fitted augsynth object -#' +#' #' @return List that contains: #' \itemize{ #' \item{"att"}{Vector of ATT estimates} @@ -1042,7 +1042,7 @@ weighted_bootstrap_multi <- function(multisynth, function(x) mean(x, na.rm=T)) upper_bound <- att - apply(bs_est, c(1,2), function(x) quantile(x, alpha / 2, na.rm = T)) - + lower_bound <- att - apply(bs_est, c(1,2), function(x) quantile(x, 1 - alpha / 2, na.rm = T)) @@ -1054,24 +1054,38 @@ weighted_bootstrap_multi <- function(multisynth, } -#' Bayesian bootstrap + +#' Bootstrap Functions +#' +#' There are several helper functions used for bootstrap inference. +#' Each method returns a list of selection weights of length n, +#' which weights that sum to n. +#' #' @param n Number of units +#' @name bootstrap_methods +#' @rdname bootstrap_methods +NULL + + + +#' @describeIn bootstrap_methods Bayesian bootstrap #' @export rdirichlet_b <- function(n) { Z <- as.numeric(rgamma(n, 1, 1)) return(Z / sum(Z) * n) } -#' Non-parametric bootstrap -#' @param n Number of units +#' @describeIn bootstrap_methods Non-parametric bootstrap #' @export -rmultinom_b <- function(n) as.numeric(rmultinom(1, n, rep(1 / n, n))) +rmultinom_b <- function(n) { + as.numeric(rmultinom(1, n, rep(1 / n, n))) +} -#' Wild bootstrap (Mammen 1993) -#' @param n Number of units + +#' @describeIn bootstrap_methods Wild bootstrap (Mammen 1993) #' @export rwild_b <- function(n) { sample(c(-(sqrt(5) - 1) / 2, (sqrt(5) + 1) / 2 ), n, replace = TRUE, prob = c((sqrt(5) + 1)/ (2 * sqrt(5)), (sqrt(5) - 1) / (2 * sqrt(5)))) -} \ No newline at end of file +} diff --git a/R/permutation.R b/R/permutation.R index 9bab74a..dd38cd8 100644 --- a/R/permutation.R +++ b/R/permutation.R @@ -15,64 +15,66 @@ #' @noRd get_placebo_gaps = function( ascm, att = TRUE ) { - tx_id <- ascm$trt_unit - wide_data <- ascm$data - synth_data <- ascm$data$synth_data - Z <- wide_data$Z - control_ids = which( wide_data$trt == 0 ) - all_ids = 1:length(wide_data$trt) - t_final = length( wide_data$time ) - - ests <- vapply(all_ids, function(i) { - new_data <- swap_treat_unit(wide_data, Z, i) - new_ascm <- do.call(augsynth:::fit_augsynth_internal, - c(list(wide = new_data$wide, - synth_data = new_data$synth_data, - Z = new_data$Z, - progfunc = ascm$progfunc, scm = ascm$scm, - fixedeff = ascm$fixedeff), - ascm$extra_args)) - est <- predict(new_ascm, att = att ) - est - }, numeric(t_final) ) - - # Verify we recover the original treated unit by seeing if the - # estimates match our original fit model's estimates - dim( ests ) - pds = as.numeric( predict( ascm, att = att ) ) - pds - stopifnot( all( round( ests[ , which( wide_data$trt == 1 ) ] - pds, digits=7 ) == 0 ) ) - - ests = as.data.frame( t( ests ) ) - dim( ests ) - ests$ID = tx_id - ests$ID[ control_ids ] = rownames( ascm$weights ) - - ests %>% dplyr::select( ID, everything() ) + tx_id <- ascm$trt_unit + wide_data <- ascm$data + synth_data <- ascm$data$synth_data + Z <- wide_data$Z + control_ids = which( wide_data$trt == 0 ) + all_ids = 1:length(wide_data$trt) + t_final = length( wide_data$time ) + + ests <- vapply(all_ids, function(i) { + new_data <- swap_treat_unit(wide_data, Z, i) + new_ascm <- do.call(augsynth:::fit_augsynth_internal, + c(list(wide = new_data$wide, + synth_data = new_data$synth_data, + Z = new_data$Z, + progfunc = ascm$progfunc, scm = ascm$scm, + fixedeff = ascm$fixedeff), + ascm$extra_args)) + est <- predict(new_ascm, att = att ) + est + }, numeric(t_final) ) + + # Verify we recover the original treated unit by seeing if the + # estimates match our original fit model's estimates + dim( ests ) + pds = as.numeric( predict( ascm, att = att ) ) + pds + stopifnot( all( round( ests[ , which( wide_data$trt == 1 ) ] - pds, digits=7 ) == 0 ) ) + + ests = as.data.frame( t( ests ) ) + dim( ests ) + ests$ID = tx_id + ests$ID[ control_ids ] = rownames( ascm$weights ) + + ests %>% dplyr::select( ID, everything() ) } #### Generate donor unit from fit synth model #### #' Take inner data and change which unit is marked as 'treated' +#' +#' @noRd swap_treat_unit = function (wide_data, Z, i) { - wide_data$trt <- rep( 0, length( wide_data$trt ) ) - wide_data$trt[i] = 1 - - X0 <- wide_data$X[wide_data$trt == 0, , drop = F] - x1 <- matrix( wide_data$X[wide_data$trt == 1, , drop = F], ncol = 1 ) - y0 <- wide_data$y[wide_data$trt == 0, , drop = F] - y1 <- matrix( wide_data$y[wide_data$trt == 1, , drop = F], ncol = 1 ) - new_synth_data <- list() - new_synth_data$Z0 <- t(X0) - new_synth_data$X0 <- t(X0) - new_synth_data$Z1 <- x1 - new_synth_data$X1 <- x1 - - wide_data = wide_data[ c( "trt", "X", "y" ) ] - - return(list(wide_data = wide_data, - synth_data = new_synth_data, - Z = Z)) + wide_data$trt <- rep( 0, length( wide_data$trt ) ) + wide_data$trt[i] = 1 + + X0 <- wide_data$X[wide_data$trt == 0, , drop = F] + x1 <- matrix( wide_data$X[wide_data$trt == 1, , drop = F], ncol = 1 ) + y0 <- wide_data$y[wide_data$trt == 0, , drop = F] + y1 <- matrix( wide_data$y[wide_data$trt == 1, , drop = F], ncol = 1 ) + new_synth_data <- list() + new_synth_data$Z0 <- t(X0) + new_synth_data$X0 <- t(X0) + new_synth_data$Z1 <- x1 + new_synth_data$X1 <- x1 + + wide_data = wide_data[ c( "trt", "X", "y" ) ] + + return(list(wide_data = wide_data, + synth_data = new_synth_data, + Z = Z)) } @@ -91,97 +93,53 @@ swap_treat_unit = function (wide_data, Z, i) { #' @param time_col The name of the column containing the time variable. #' @return List of three dataframes, one of MDES, one of RMSPEs, and #' one of info on the r-statistics (the ATTs divided by the RMSPEs). +#' +#' @noRd calculate_MDES_table = function( lest, treat_year, tx_col, time_col ) { - stopifnot( all( c( tx_col, "trt", time_col, "ATT" ) %in% - names( lest ) ) ) - - RMSPEs = calculate_RMSPE( lest, treat_year, tx_col, time_col ) - - # merge calculated pre-intervention RMSPE for each county to data set - # of gaps for each year for each county - - # Divide that year's gap by pre-intervention RMSPE. - rstatcalc <- full_join( lest, RMSPEs, by = tx_col ) %>% - mutate( rstat=ATT/RMSPE ) - - # Calculate the permutation p-values (permuting the r statistics) - pvalues = rstatcalc %>% - group_by( !!as.name(time_col) ) %>% - summarise( p_perm = mean( abs( rstat[trt == 1] ) <= abs( rstat ) ), - .groups = "drop" ) - - # Calculate the estimated SEs of the rstat distribution of future - # based on the trimmed distribution of placebo estimates (for each - # time point) - new_T_tract = rstatcalc %>% - group_by( !!as.name(time_col) ) %>% - summarise( ests = estimate_robust_SE( rstat, beta=0.90, - round_beta = TRUE), - .groups = "drop" ) %>% - tidyr::unpack( ests ) - - - - # attach R statistic for the treated tract. - rstattract <- rstatcalc %>% - filter(trt==1) %>% - dplyr::select( -!!as.name(tx_col), -trt ) + stopifnot( all( c( tx_col, "trt", time_col, "ATT" ) %in% + names( lest ) ) ) - new_T_tract2 <- full_join(new_T_tract, rstattract, by=time_col) + RMSPEs = calculate_RMSPE( lest, treat_year, tx_col, time_col ) + # merge calculated pre-intervention RMSPE for each county to data set + # of gaps for each year for each county - # Build the main table of results from the above components. + # Divide that year's gap by pre-intervention RMSPE. + rstatcalc <- full_join( lest, RMSPEs, by = tx_col ) %>% + mutate( rstat=ATT/RMSPE ) - main_results = new_T_tract2 %>% - rename (R_low = q_low, - R_high = q_high, - R_range = range, - SE_rstat = SE_imp ) %>% - mutate( t = rstat / SE_rstat, - p = 2 * pnorm( -abs(t) ), - MDE_10 = RMSPE * 2.49 * SE_rstat ) + # Calculate the permutation p-values (permuting the r statistics) + pvalues = rstatcalc %>% + group_by( !!as.name(time_col) ) %>% + summarise( p_rstat = mean( abs( rstat[trt == 1] ) <= abs( rstat ) ), + SE_rstat = sd( rstat[ trt != 1 ] ) * RMSPE[ trt == 1 ], + p_gap = mean( abs( ATT[ trt == 1 ] ) <= abs( ATT ) ), + SE_gap = sd( ATT[ trt != 1 ] ), + .groups = "drop" ) + # attach R statistic for the treated tract. + rstattract <- rstatcalc %>% + filter(trt==1) %>% + dplyr::select( -!!as.name(tx_col), -trt ) - # Add in the estimated SEs using the ATT, not r-statistics. (This - # is the un-preferred method, but is basically replicating the - # above.) - SE_for_ATT = rstatcalc %>% - group_by( !!as.name(time_col) ) %>% - summarise( ests = estimate_robust_SE( ATT, beta=0.90, - round_beta = TRUE), - .groups = "drop" ) %>% - tidyr::unpack( ests ) - SE_for_ATT <- full_join(SE_for_ATT, rstattract, by=time_col) + # Make table of main results with permutation p-values and add + # indicator of which years are treated and which not. + main_results <- rstattract %>% + full_join( pvalues, by=time_col ) %>% + mutate( tx = ifelse( !!as.name(time_col) >= treat_year, 1, 0 ) ) - SE_for_ATT = SE_for_ATT %>% - rename( SE_gap = SE_imp ) %>% - mutate( t_gap = ATT / SE_gap, - p_gap = 2 * pnorm( -abs(t_gap) ), # 2-sideds - MDE_gap = 2.49 * SE_gap ) %>% - dplyr::select( !!as.name(time_col), SE_gap, t_gap, p_gap, MDE_gap ) - main_results = left_join( main_results, SE_for_ATT, by = names(main_results)[names(main_results) %in% names(SE_for_ATT)]) + # Clean up column ordering and make look nice + main_results = main_results %>% + relocate( !!as.name(time_col), tx, Yobs ) %>% + dplyr::select( -RMSPE ) - - # Add in permutation p-values and add indicator of which years are - # treated and which not. - - main_results = left_join( main_results, pvalues, by=time_col ) %>% - mutate( tx = ifelse( !!as.name(time_col) >= treat_year, 1, 0 ) ) - - - # Clean up column ordering and make look nice - main_results = main_results %>% - relocate( !!as.name(time_col), tx ) %>% - relocate( beta, k, R_low, R_high, R_range, z, .after = MDE_10 ) %>% - dplyr::select( -RMSPE ) - - # Bundle and return all results - list( MDES_table = main_results, - RMSPEs = RMSPEs, - rstatcalc=rstatcalc ) + # Bundle and return all results + list( MDES_table = main_results, + RMSPEs = RMSPEs, + rstatcalc=rstatcalc ) } @@ -198,14 +156,16 @@ calculate_MDES_table = function( lest, treat_year, tx_col, time_col ) { #' @param treat_year The time period in which the treatment was introduced. #' @param tx_col The name to the column containing the treatment variable. #' @param time_col The name of the column containing the time variable. +#' +#' @noRd calculate_RMSPE = function( lest, treat_year, tx_col, time_col ) { - stopifnot( !is.null( lest$ATT ) ) + stopifnot( !is.null( lest$ATT ) ) - RMSPEs = lest %>% filter( !!as.name(time_col) < treat_year ) %>% - group_by( !!as.name(tx_col) ) %>% - summarise( RMSPE = sqrt( mean( ATT^2 ) ), .groups = "drop" ) + RMSPEs = lest %>% filter( !!as.name(time_col) < treat_year ) %>% + group_by( !!as.name(tx_col) ) %>% + summarise( RMSPE = sqrt( mean( ATT^2 ) ), .groups = "drop" ) - return(RMSPEs) + return(RMSPEs) } #' Estimate robust SE @@ -232,126 +192,146 @@ calculate_RMSPE = function( lest, treat_year, tx_col, time_col ) { estimate_robust_SE = function( placebo_estimates, k = NULL, beta=NULL, round_beta = FALSE ) { - stopifnot( is.null(k) != is.null( beta ) ) - - n = length( placebo_estimates ) - - if ( is.null( beta ) ) { - #alpha = (2*k-1) / (2*n) # Method A - alpha = k/( n-1 ) # Method B - beta = 1 - 2*alpha - q = sort( placebo_estimates )[ c(1+k, n - k) ] - } else { - alpha = (1 - beta)/2 - k = alpha * (n-1) # QUESTION: Why n-1 here???? - if ( round_beta ) { - k = pmax( 1, round( k ) ) - alpha = k/(n-1) - beta = 1 - 2*alpha - q = sort( placebo_estimates )[ c(1+k, n - k) ] + stopifnot( is.null(k) != is.null( beta ) ) + + n = length( placebo_estimates ) + + if ( is.null( beta ) ) { + #alpha = (2*k-1) / (2*n) # Method A + alpha = k/( n-1 ) # Method B + beta = 1 - 2*alpha + q = sort( placebo_estimates )[ c(1+k, n - k) ] } else { - q = quantile( placebo_estimates, probs = c( alpha, 1 - alpha ) ) + alpha = (1 - beta)/2 + k = alpha * (n-1) # QUESTION: Why n-1 here???? + if ( round_beta ) { + k = pmax( 1, round( k ) ) + alpha = k/(n-1) + beta = 1 - 2*alpha + q = sort( placebo_estimates )[ c(1+k, n - k) ] + } else { + q = quantile( placebo_estimates, probs = c( alpha, 1 - alpha ) ) + } } - } - del = as.numeric( diff( q ) ) - z = -qnorm( alpha ) - SE_imp = del / (2*z) + del = as.numeric( diff( q ) ) + z = -qnorm( alpha ) + SE_imp = del / (2*z) + + res = data.frame( beta = beta, k = k, + q_low = q[[1]], q_high = q[[2]], + range = del, z = z, SE_imp = SE_imp ) + res +} + - res = data.frame( beta = beta, k = k, - q_low = q[[1]], q_high = q[[2]], - range = del, z = z, SE_imp = SE_imp ) - res +#' Construct an organized dataframe with outcome data in long format +#' from augsynth object +#' +#' @noRd +get_long_data <- function( augsynth ) { + + wide_data <- augsynth$data + + tx_id <- augsynth$trt_unit + control_ids = which( wide_data$trt == 0 ) + + all_ids = 1:nrow(wide_data$X) + all_ids[ control_ids ] = rownames( augsynth$weights ) + all_ids[ which( wide_data$trt == 1 ) ] = tx_id + + df <- bind_cols(wide_data$X, wide_data$y) %>% + mutate(!!as.name(augsynth$unit_var) := all_ids) %>% + pivot_longer(!augsynth$unit_var, + names_to = augsynth$time_var, + values_to = 'Yobs', + ) %>% + mutate(!!as.name(augsynth$time_var) := as.numeric(!!as.name(augsynth$time_var)), + ever_Tx = ifelse(!!as.name(augsynth$unit_var) == augsynth$trt_unit, 1, 0)) + + df } add_placebo_distribution <- function(augsynth) { - # Run permutations - ests <- get_placebo_gaps(augsynth, att = FALSE) - time_cols = 2:ncol(ests) + # Run permutations + ests <- get_placebo_gaps(augsynth, att = FALSE) + time_cols = 2:ncol(ests) - ests$trt = augsynth$data$trt + ests$trt = augsynth$data$trt - lest = ests %>% - pivot_longer( cols = all_of( time_cols ), - names_to = augsynth$time_var, values_to = "CoLvl" ) %>% - mutate(!!as.name(augsynth$time_var) := as.numeric(!!as.name(augsynth$time_var))) + lest = ests %>% + pivot_longer( cols = all_of( time_cols ), + names_to = augsynth$time_var, values_to = "Yhat" ) %>% + mutate(!!as.name(augsynth$time_var) := as.numeric(!!as.name(augsynth$time_var))) - ######## Construct a frame with outcome data in long format - ND added - df <- bind_cols(augsynth$data$X, augsynth$data$y) %>% - mutate(!!as.name(augsynth$unit_var) := lest$ID %>% unique()) %>% - pivot_longer(!augsynth$unit_var, - names_to = augsynth$time_var, - values_to = 'Yobs', - ) %>% - mutate(!!as.name(augsynth$time_var) := as.numeric(!!as.name(augsynth$time_var)), - ever_Tx = ifelse(!!as.name(augsynth$unit_var) == augsynth$trt_unit, 1, 0)) + df <- get_long_data( augsynth ) - ##### Make dataset of donor units with their weights ##### - units = dplyr::select( df, !!as.name(augsynth$unit_var), ever_Tx ) %>% - unique() + ##### Make dataset of donor units with their weights ##### + units = dplyr::select( df, !!as.name(augsynth$unit_var), ever_Tx ) %>% + unique() - tx_col = augsynth$unit_var - weights = data.frame( tx_col = rownames( augsynth$weights ), - weights = augsynth$weights, - stringsAsFactors = FALSE) - colnames(weights)[1] <- augsynth$unit_var + tx_col = augsynth$unit_var + weights = data.frame( tx_col = rownames( augsynth$weights ), + weights = augsynth$weights, + stringsAsFactors = FALSE) + colnames(weights)[1] <- augsynth$unit_var - units = merge( units, weights, by=augsynth$unit_var, all=TRUE ) + units = merge( units, weights, by=augsynth$unit_var, all=TRUE ) - # Zero weights for tx units. - units$weights[ units$ever_Tx == 1 ] = 0 + # Zero weights for tx units. + units$weights[ units$ever_Tx == 1 ] = 0 - # confirm that we have placebos for every entity over every observed time period - stopifnot((ncol(augsynth$data$X) + ncol(augsynth$data$y)) * nrow(augsynth$data$y) == nrow(lest)) + # confirm that we have placebos for every entity over every observed time period + stopifnot((ncol(augsynth$data$X) + ncol(augsynth$data$y)) * nrow(augsynth$data$y) == nrow(lest)) - lest = rename( lest, !!as.name(augsynth$unit_var) := ID ) + lest = rename( lest, !!as.name(augsynth$unit_var) := ID ) - nn = nrow(lest) - lest = left_join( lest, - df[ c(augsynth$unit_var, augsynth$time_var, "Yobs") ], # issue is that this is calling for original data - by = names(lest)[names(lest) %in% names(df[ c(augsynth$unit_var, augsynth$time_var, "Yobs") ])] ) - stopifnot( nrow( lest ) == nn ) + nn = nrow(lest) + lest = left_join( lest, + df[ c(augsynth$unit_var, augsynth$time_var, "Yobs") ], # issue is that this is calling for original data + by = names(lest)[names(lest) %in% names(df[ c(augsynth$unit_var, augsynth$time_var, "Yobs") ])] ) + stopifnot( nrow( lest ) == nn ) - # Impact is difference between observed and imputed control-side outcome - lest$impact = lest$Yobs - lest$CoLvl + # Impact is difference between observed and imputed control-side outcome + lest$impact = lest$Yobs - lest$Yhat - #### Make the actual treatment result information ##### + #### Make the actual treatment result information ##### - # Get our observed series (the treated unity) - T_tract = filter( lest, trt == 1 ) + # Get our observed series (the treated unit) + T_tract = filter( lest, trt == 1 ) - # The raw donor pool average series - averages = df %>% - filter( ever_Tx == 0 ) %>% - group_by( !!as.name(augsynth$time_var) ) %>% - summarise( raw_average = mean( .data$Yobs ), - .groups = "drop" ) - T_tract = left_join( T_tract, averages, by = augsynth$time_var ) + # The raw donor pool average series + averages = df %>% + filter( ever_Tx == 0 ) %>% + group_by( !!as.name(augsynth$time_var) ) %>% + summarise( raw_average = mean( .data$Yobs ), + .groups = "drop" ) + T_tract = left_join( T_tract, averages, by = augsynth$time_var ) - ##### Calculate ATT and MDES ##### + ##### Calculate ATT and MDES ##### - lest = rename( lest, ATT = impact ) - t0 <- ncol(augsynth$data$X) - treat_year = augsynth$data$time[t0 + 1] + lest = rename( lest, ATT = impact ) + t0 <- ncol(augsynth$data$X) + treat_year = augsynth$data$time[t0 + 1] - res = calculate_MDES_table(lest, treat_year, augsynth$unit_var, augsynth$time_var) + res = calculate_MDES_table(lest, treat_year, augsynth$unit_var, augsynth$time_var) - # Add RMSPE to donor list - units = left_join( units, res$RMSPEs, by = names(units)[names(units) %in% names(res$RMSPEs)]) + # Add RMSPE to donor list + units = left_join( units, res$RMSPEs, by = names(units)[names(units) %in% names(res$RMSPEs)]) - MDES_table = mutate( res$MDES_table, - raw_average = T_tract$raw_average, - tx = ifelse( !!as.name(augsynth$time_var) >= treat_year, 1, 0 ) ) %>% - relocate( raw_average, .after = CoLvl ) + MDES_table = mutate( res$MDES_table, + raw_average = T_tract$raw_average, + tx = ifelse( !!as.name(augsynth$time_var) >= treat_year, 1, 0 ) ) %>% + relocate( raw_average, .after = Yhat ) - augsynth$results$permutations <- list(placebo_dist = res$rstatcalc, - MDES_table = MDES_table) + augsynth$results$permutations <- list( placebo_dist = res$rstatcalc, + MDES_table = MDES_table) - return(augsynth) + return(augsynth) } @@ -363,45 +343,46 @@ add_placebo_distribution <- function(augsynth) { #' Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are #' \itemize{ #' \item{"If numeric"}{A multiple of the treated unit's RMSPE above which donor units will be dropped} -#' \item{"If a character"}{The name or names of donor units to be dropped based on the `unit` parameter in the augsynth model} +#' \item{"If a character"}{The name or names of donor units to be dropped based on the `unit` parameter +#' in the augsynth model} #' } #' #' with an RMSPE of more than `drop` times the treated units' RMSPE from the donor plot. Defaults to 20x. #' @export permutation_plot <- function(augsynth, inf_type = 'permutation') { - stopifnot(inf_type %in% c('permutation', 'permutation_rstat')) - - if(inf_type == 'permutation') { - measure = "ATT" - } else { - measure = 'rstat' - } - - if (is.null(augsynth$results$permutations)) { - augsynth <- add_placebo_distribution(augsynth) - } - - plot_df <- augsynth$results$permutations$placebo_dist %>% - mutate(trt_status = factor(trt, levels = c(0, 1), labels = c('Control', 'Treatment'))) - - t0 <- ncol(augsynth$data$X) - treat_year = augsynth$data$time[t0 + 1] - - out_plot <- ggplot2::ggplot(plot_df, - aes(x = !!as.name(augsynth$time_var), y = !!as.name(measure), - color = trt_status, linetype = !!as.name(augsynth$unit_var)), size = 0.8) + - ggplot2::geom_line() + - ggplot2::geom_vline(lty = 2, xintercept = treat_year) + - ggplot2::geom_hline(lty = 2, yintercept = 0) + - ggplot2::scale_color_manual(values = c('Control' = 'gray', 'Treatment' = 'black')) + - ggplot2::scale_linetype_manual(values = rep('solid', length(unique(plot_df %>% pull(!!as.name(augsynth$unit_var)))))) + - ggplot2::labs(color = NULL, y = 'Estimate') + - ggplot2::guides(linetype = 'none') + - ggplot2::theme_bw() + - ggplot2::theme(legend.position = 'bottom') - - return(out_plot) + stopifnot(inf_type %in% c('permutation', 'permutation_rstat')) + + if(inf_type == 'permutation') { + measure = "ATT" + } else { + measure = 'rstat' + } + + if (is.null(augsynth$results$permutations)) { + augsynth <- add_placebo_distribution(augsynth) + } + + plot_df <- augsynth$results$permutations$placebo_dist %>% + mutate(trt_status = factor(trt, levels = c(0, 1), labels = c('Control', 'Treatment'))) + + t0 <- ncol(augsynth$data$X) + treat_year = augsynth$data$time[t0 + 1] + + out_plot <- ggplot2::ggplot(plot_df, + aes(x = !!as.name(augsynth$time_var), y = !!as.name(measure), + color = trt_status, linetype = !!as.name(augsynth$unit_var)), size = 0.8) + + ggplot2::geom_line() + + ggplot2::geom_vline(lty = 2, xintercept = treat_year) + + ggplot2::geom_hline(lty = 2, yintercept = 0) + + ggplot2::scale_color_manual(values = c('Control' = 'gray', 'Treatment' = 'black')) + + ggplot2::scale_linetype_manual(values = rep('solid', length(unique(plot_df %>% pull(!!as.name(augsynth$unit_var)))))) + + ggplot2::labs(color = NULL, y = 'Estimate') + + ggplot2::guides(linetype = 'none') + + ggplot2::theme_bw() + + ggplot2::theme(legend.position = 'bottom') + + return(out_plot) } @@ -412,46 +393,46 @@ permutation_plot <- function(augsynth, inf_type = 'permutation') { #' ci95_rstat_plot <- function(augsynth, inf_type) { - stopifnot(inf_type %in% c('permutation', 'permutation_rstat')) - - if(inf_type == 'permutation') { - measure = "ATT" - } else { - measure = 'rstat' - } - - if (is.null(augsynth$results$permutations)) { - augsynth <- add_placebo_distribution(augsynth) - } - - plot_df <- augsynth$results$permutations$MDES_table - - if (measure == 'ATT') { - plot_df <- plot_df %>% - mutate(lower = ATT + (qnorm(0.025) * SE_gap), - upper = ATT + (qnorm(0.975) * SE_gap), - ) - } else if (measure == 'rstat') { - plot_df <- plot_df %>% - mutate(lower = ATT + (qnorm(0.025) * SE_rstat), - upper = ATT + (qnorm(0.975) * SE_rstat), - ) - } - - t0 <- ncol(augsynth$data$X) - treat_year = augsynth$data$time[t0 + 1] - - outplot <- ggplot2::ggplot(data = plot_df, aes(x = !!as.name(augsynth$time_var))) + - ggplot2::geom_ribbon(data = plot_df %>% filter(!!as.name(augsynth$time_var) >= treat_year), - aes(ymin = lower, ymax = upper), alpha = 0.2) + - ggplot2::geom_line(aes(y = ATT)) + - ggplot2::geom_vline(lty = 2, xintercept = treat_year) + - ggplot2::geom_hline(lty = 2, yintercept = 0) + - ggplot2::scale_color_manual(values = c('Control' = 'gray', 'Treatment' = 'black')) + - ggplot2::labs(color = NULL, y = 'Estimate') + - ggplot2::theme_bw() - - return(outplot) + stopifnot(inf_type %in% c('permutation', 'permutation_rstat')) + + if(inf_type == 'permutation') { + measure = "ATT" + } else { + measure = 'rstat' + } + + if (is.null(augsynth$results$permutations)) { + augsynth <- add_placebo_distribution(augsynth) + } + + plot_df <- augsynth$results$permutations$MDES_table + + if (measure == 'ATT') { + plot_df <- plot_df %>% + mutate(lower = ATT + (qnorm(0.025) * SE_gap), + upper = ATT + (qnorm(0.975) * SE_gap), + ) + } else if (measure == 'rstat') { + plot_df <- plot_df %>% + mutate(lower = ATT + (qnorm(0.025) * SE_rstat), + upper = ATT + (qnorm(0.975) * SE_rstat), + ) + } + + t0 <- ncol(augsynth$data$X) + treat_year = augsynth$data$time[t0 + 1] + + outplot <- ggplot2::ggplot(data = plot_df, aes(x = !!as.name(augsynth$time_var))) + + ggplot2::geom_ribbon(data = plot_df %>% filter(!!as.name(augsynth$time_var) >= treat_year), + aes(ymin = lower, ymax = upper), alpha = 0.2) + + ggplot2::geom_line(aes(y = ATT)) + + ggplot2::geom_vline(lty = 2, xintercept = treat_year) + + ggplot2::geom_hline(lty = 2, yintercept = 0) + + ggplot2::scale_color_manual(values = c('Control' = 'gray', 'Treatment' = 'black')) + + ggplot2::labs(color = NULL, y = 'Estimate') + + ggplot2::theme_bw() + + return(outplot) } @@ -463,28 +444,30 @@ ci95_rstat_plot <- function(augsynth, inf_type) { #' @noRd permutation_inf <- function(augsynth, inf_type) { - t0 <- dim(augsynth$data$synth_data$Z0)[1] - tpost <- dim(augsynth$data$synth_data$Z0)[1] + t0 <- dim(augsynth$data$synth_data$Z0)[1] + tpost <- dim(augsynth$data$synth_data$Z0)[1] - out <- list() - out$att <- augsynth$results$permutations$MDES_table$ATT + out <- list() + out$att <- augsynth$results$permutations$MDES_table$ATT - SEg = NA - if (inf_type == 'permutation') { - SEg = augsynth$results$permutations$MDES_table$SE_gap - } else if (inf_type == 'permutation_rstat') { - SEg = augsynth$results$permutations$MDES_table$SE_rstat - } - out$lb <- out$att + (qnorm(0.025) * SEg) - out$ub <- out$att + (qnorm(0.975) * SEg) - out$p_val <- augsynth$results$permutations$MDES_table$p + SEg = NA + if (inf_type == 'permutation') { + SEg = augsynth$results$permutations$MDES_table$SE_gap + pval = augsynth$results$permutations$MDES_table$p_gap + } else if (inf_type == 'permutation_rstat') { + SEg = augsynth$results$permutations$MDES_table$SE_rstat + pval = augsynth$results$permutations$MDES_table$p_rstat + } + out$lb <- out$att + (qnorm(0.025) * SEg) + out$ub <- out$att + (qnorm(0.975) * SEg) + out$p_val <- pval - out$lb[c(1:t0)] <- NA - out$ub[c(1:t0)] <- NA - out$p_val[c(1:t0)] <- NA - out$alpha <- 0.05 + out$lb[c(1:t0)] <- NA + out$ub[c(1:t0)] <- NA + out$p_val[c(1:t0)] <- NA + out$alpha <- 0.05 - return(out) + return(out) } diff --git a/man/RMSPE.Rd b/man/RMSPE.Rd new file mode 100644 index 0000000..5edd121 --- /dev/null +++ b/man/RMSPE.Rd @@ -0,0 +1,17 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/augsynth_class.R +\name{RMSPE} +\alias{RMSPE} +\title{RMSPE for treated unit} +\usage{ +RMSPE(augsynth) +} +\arguments{ +\item{augsynth}{Augsynth object} +} +\value{ +RMSPE (Root mean squared predictive error) for the treated unit in pre-treatment era +} +\description{ +RMSPE for treated unit +} diff --git a/man/augsynth.Rd b/man/augsynth.Rd index a443c42..722fa2a 100644 --- a/man/augsynth.Rd +++ b/man/augsynth.Rd @@ -15,7 +15,8 @@ augsynth(form, unit, time, data, t_int = NULL, ...) \item{data}{Panel data as dataframe} -\item{t_int}{Time of intervention (used for single-period treatment only)} +\item{t_int}{Time of intervention (used for single-period treatment +only)} \item{...}{Optional arguments \itemize{ @@ -39,12 +40,18 @@ augsynth(form, unit, time, data, t_int = NULL, ...) }} } \value{ -augsynth object that contains: +augsynth or multisynth object (depending on dispatch) that contains (among other things): \itemize{ \item{"weights"}{weights} \item{"data"}{Panel data as matrices} } } \description{ -Fit Augmented SCM +The general `augsynth()` method dispatches to `single_augsynth`, +`augsynth_multiout`, or `multisynth` based on the number of +outcomes and treatment times. See documentation for these methods +for further detail. +} +\seealso{ +`single_augsynth`, `augsynth_multiout`, `multisynth` } diff --git a/man/bootstrap_methods.Rd b/man/bootstrap_methods.Rd new file mode 100644 index 0000000..d6946ae --- /dev/null +++ b/man/bootstrap_methods.Rd @@ -0,0 +1,32 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/inference.R +\name{bootstrap_methods} +\alias{bootstrap_methods} +\alias{rdirichlet_b} +\alias{rmultinom_b} +\alias{rwild_b} +\title{Bootstrap Functions} +\usage{ +rdirichlet_b(n) + +rmultinom_b(n) + +rwild_b(n) +} +\arguments{ +\item{n}{Number of units} +} +\description{ +There are several helper functions used for bootstrap inference. +Each method returns a list of selection weights of length n, +which weights that sum to n. +} +\section{Functions}{ +\itemize{ +\item \code{rdirichlet_b()}: Bayesian bootstrap + +\item \code{rmultinom_b()}: Non-parametric bootstrap + +\item \code{rwild_b()}: Wild bootstrap (Mammen 1993) + +}} diff --git a/man/calculate_MDES_table.Rd b/man/calculate_MDES_table.Rd deleted file mode 100644 index 2699f89..0000000 --- a/man/calculate_MDES_table.Rd +++ /dev/null @@ -1,28 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/permutation.R -\name{calculate_MDES_table} -\alias{calculate_MDES_table} -\title{Calculate MDES} -\usage{ -calculate_MDES_table(lest, treat_year, tx_col, time_col) -} -\arguments{ -\item{lest}{Entity by year estimate estimates for all treatment and control entities -(original tx and all the comparisons as pseudo-treated). Columns -of entity ID (tx_col), treatment flag (trt), time period (time_col), -and estimated tx-synthetic control difference (ATT).} - -\item{treat_year}{The time period in which the treatment was introduced.} - -\item{tx_col}{The name to the column containing the treatment variable.} - -\item{time_col}{The name of the column containing the time variable.} -} -\value{ -List of three dataframes, one of MDES, one of RMSPEs, and - one of info on the r-statistics (the ATTs divided by the RMSPEs). -} -\description{ -Use our method for Calculating SEs, p-values, and MDEs by looking -at the distribution of impacts across the donor units. -} diff --git a/man/calculate_RMSPE.Rd b/man/calculate_RMSPE.Rd deleted file mode 100644 index aea956e..0000000 --- a/man/calculate_RMSPE.Rd +++ /dev/null @@ -1,25 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/permutation.R -\name{calculate_RMSPE} -\alias{calculate_RMSPE} -\title{Calculate RMSPE for all units on lagged outcomes} -\usage{ -calculate_RMSPE(lest, treat_year, tx_col, time_col) -} -\arguments{ -\item{lest}{Entity by year estimate estimates for all treatment and control entities -(original tx and all the comparisons as pseudo-treated). Columns -of entity ID (tx_col), treatment flag (trt), time period (time_col), -and estimated tx-synthetic control difference (ATT).} - -\item{treat_year}{The time period in which the treatment was introduced.} - -\item{tx_col}{The name to the column containing the treatment variable.} - -\item{time_col}{The name of the column containing the time variable.} -} -\description{ -This calculates the RMSPE of the difference between estimated and -observed outcome, averaged across the pre-treatment years, for each -county -} diff --git a/man/donor_table.Rd b/man/donor_table.Rd index e20212b..0112196 100644 --- a/man/donor_table.Rd +++ b/man/donor_table.Rd @@ -2,7 +2,8 @@ % Please edit documentation in R/donor_control.R \name{donor_table} \alias{donor_table} -\title{Return a summary data frame donor units used in the model, along with their RMSPEs and synthetic weights} +\title{Return a summary data frame donor units used in the model, along +with their RMSPEs and synthetic weights} \usage{ donor_table(augsynth) } @@ -10,5 +11,7 @@ donor_table(augsynth) \item{augsynth}{Augsynth object to be plotted} } \description{ -Return a summary data frame donor units used in the model, along with their RMSPEs and synthetic weights +If the augsynth object does not have permutation-based inference +results, the function will call that form of inference, in order to +calculate the RMSPEs for each donor unit in turn. } diff --git a/man/make_V_matrix.Rd b/man/make_V_matrix.Rd deleted file mode 100644 index 30934d6..0000000 --- a/man/make_V_matrix.Rd +++ /dev/null @@ -1,11 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/fit_synth.R -\name{make_V_matrix} -\alias{make_V_matrix} -\title{Make a V matrix from a vector (or null)} -\usage{ -make_V_matrix(t0, V) -} -\description{ -Make a V matrix from a vector (or null) -} diff --git a/man/permutation_plot.Rd b/man/permutation_plot.Rd index 89d87b6..4cb4ebb 100644 --- a/man/permutation_plot.Rd +++ b/man/permutation_plot.Rd @@ -11,7 +11,8 @@ permutation_plot(augsynth, inf_type = "permutation") Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are \itemize{ \item{"If numeric"}{A multiple of the treated unit's RMSPE above which donor units will be dropped} - \item{"If a character"}{The name or names of donor units to be dropped based on the `unit` parameter in the augsynth model} + \item{"If a character"}{The name or names of donor units to be dropped based on the `unit` parameter + in the augsynth model} } with an RMSPE of more than `drop` times the treated units' RMSPE from the donor plot. Defaults to 20x.} diff --git a/man/rdirichlet_b.Rd b/man/rdirichlet_b.Rd deleted file mode 100644 index 1a498da..0000000 --- a/man/rdirichlet_b.Rd +++ /dev/null @@ -1,14 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/inference.R -\name{rdirichlet_b} -\alias{rdirichlet_b} -\title{Bayesian bootstrap} -\usage{ -rdirichlet_b(n) -} -\arguments{ -\item{n}{Number of units} -} -\description{ -Bayesian bootstrap -} diff --git a/man/rmultinom_b.Rd b/man/rmultinom_b.Rd deleted file mode 100644 index d6bf719..0000000 --- a/man/rmultinom_b.Rd +++ /dev/null @@ -1,14 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/inference.R -\name{rmultinom_b} -\alias{rmultinom_b} -\title{Non-parametric bootstrap} -\usage{ -rmultinom_b(n) -} -\arguments{ -\item{n}{Number of units} -} -\description{ -Non-parametric bootstrap -} diff --git a/man/rwild_b.Rd b/man/rwild_b.Rd deleted file mode 100644 index 6503f78..0000000 --- a/man/rwild_b.Rd +++ /dev/null @@ -1,14 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/inference.R -\name{rwild_b} -\alias{rwild_b} -\title{Wild bootstrap (Mammen 1993)} -\usage{ -rwild_b(n) -} -\arguments{ -\item{n}{Number of units} -} -\description{ -Wild bootstrap (Mammen 1993) -} diff --git a/man/swap_treat_unit.Rd b/man/swap_treat_unit.Rd deleted file mode 100644 index bcb60e8..0000000 --- a/man/swap_treat_unit.Rd +++ /dev/null @@ -1,11 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/permutation.R -\name{swap_treat_unit} -\alias{swap_treat_unit} -\title{Take inner data and change which unit is marked as 'treated'} -\usage{ -swap_treat_unit(wide_data, Z, i) -} -\description{ -Take inner data and change which unit is marked as 'treated' -} diff --git a/man/treated_table.Rd b/man/treated_table.Rd new file mode 100644 index 0000000..6b59a96 --- /dev/null +++ b/man/treated_table.Rd @@ -0,0 +1,24 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/augsynth_class.R +\name{treated_table} +\alias{treated_table} +\title{Return a summary data frame for the treated unit} +\usage{ +treated_table(augsynth) +} +\arguments{ +\item{augsynth}{Augsynth object of interest} +} +\value{ +Dataframe of information about the treated unit, one row + per time point. This includes the measured outcome, predicted + outcome from the synthetic unit, the average of all donor units + (as reference, called `raw_average`), and the estimated impact + (`ATT`), and the r-statistic (ATT divided by RMSPE). +} +\description{ +Return a summary data frame for the treated unit +} +\seealso{ +[donor_table()] +} diff --git a/tests/testthat/test-permutation_inference.R b/tests/testthat/test-permutation_inference.R index be17311..c535eed 100644 --- a/tests/testthat/test-permutation_inference.R +++ b/tests/testthat/test-permutation_inference.R @@ -19,10 +19,20 @@ basque <- basque %>% table( basque$trt, basque$regionno ) -if ( FALSE ) { -test_that("placebo gaps works", { + +test_that( "MDES_table corresponds to default treatment table", { + syn <- augsynth(gdpcap ~ trt, regionno, year, - data=basque, scm = TRUE, inf_type = "permutation" ) + data=basque, scm = TRUE, inf_type = "permutation" ) + + mm <- syn$results$permutations$MDES_table[1:7] %>% + select( sort( names(.))) + mm + tt <- treated_table(syn) %>% + select( sort( names(.))) + tt + expect_equal( as.data.frame(tt), as.data.frame(mm) ) + syn expect_equivalent(!is.null(syn$results), TRUE) @@ -40,8 +50,12 @@ test_that("placebo gaps works", { expect_equal( names(rs), c("placebo_dist", "MDES_table") ) expect_equal( nrow( rs$placebo_dist ), n_year * n_unit ) - syn$unit_var - syn$time_var + expect_equal( syn$unit_var, "regionno" ) + expect_equal( syn$time_var, "year" ) }) -} + + + + + diff --git a/tests/testthat/test_multisynth.R b/tests/testthat/test_multisynth.R index 0d11c1a..c87f14a 100644 --- a/tests/testthat/test_multisynth.R +++ b/tests/testthat/test_multisynth.R @@ -42,7 +42,6 @@ test_that("Pooling doesn't matter for a single treated unit", { allpool <- multisynth(gdpcap ~ trt, regionno, year, basque, nu = 1, scm=T, eps_rel=1e-5, eps_abs=1e-5) - expect_equal( dim( nopool ), dim( allpool ) ) expect_equal( n_treated(nopool), n_treated(allpool) ) expect_equal( n_treated(nopool), 1 ) @@ -129,6 +128,14 @@ test_that("L2 imbalance computed correctly", { msyn <- multisynth(gdpcap ~ trt, regionno, year, basque2, scm=T, eps_rel=1e-5, eps_abs=1e-5) + expect_true( "weights" %in% names( msyn ) ) + + ntx = length( unique( basque2$regionno[ basque2$trt == 1 ] ) ) + expect_equal( dim( msyn$weights ), c( 17, ntx ) ) + + expect_true( "data" %in% names( msyn ) ) + #msyn$data + glbl <- sqrt(mean(msyn$imbalance[,1]^2)) ind <- sqrt(mean( apply(msyn$imbalance[, -1], 2, From 2e57f4b9b089771a244d84bdc825781fd47abb95 Mon Sep 17 00:00:00 2001 From: Nora Delaney Date: Wed, 5 Jun 2024 16:29:36 -0400 Subject: [PATCH 16/36] patch - addresses number formatting in print.summary.augsynth --- R/augsynth.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/R/augsynth.R b/R/augsynth.R index 6a75d9a..b3a8ad7 100644 --- a/R/augsynth.R +++ b/R/augsynth.R @@ -427,7 +427,7 @@ summary.augsynth <- function(object, inf_type = NULL, ...) { summ$n_unit = n_unit(augsynth) summ$n_time = n_time(augsynth) - summ$n_tx = n_treated(augsynth) + summ$n_tx = n_treated(augsynth)[1] summ$time_tx = t0 summ$donor_table = donor_table( augsynth ) @@ -448,7 +448,7 @@ print.summary.augsynth <- function(x, ...) { cat("\nCall:\n", paste(deparse(summ$call), sep="\n", collapse="\n"), "\n", sep="") t_final <- nrow(summ$att) - cat( sprintf( " Fit to %d units and %d+%d = %d time points; %d treated at %s %d.\n", + cat( sprintf( " Fit to %d units and %d+%d = %d time points; %g treated at %s %g.\n", summ$n_unit, summ$time_tx, t_final - summ$time_tx, t_final, summ$n_tx, summ$time_var, From d400901cdc60737907e58d590c65c55248a87b7a Mon Sep 17 00:00:00 2001 From: lmiratrix Date: Wed, 5 Jun 2024 16:44:42 -0400 Subject: [PATCH 17/36] cleaning up printout. Adding a small DGP function for testing. --- R/augsynth.R | 17 +++- R/augsynth_class.R | 2 +- R/donor_control.R | 141 ++++++++++++++++------------ R/make_synth_data.R | 127 +++++++++++++++++++++++++ tests/testthat/test-donor_control.R | 35 +++++++ 5 files changed, 260 insertions(+), 62 deletions(-) create mode 100644 R/make_synth_data.R create mode 100644 tests/testthat/test-donor_control.R diff --git a/R/augsynth.R b/R/augsynth.R index 7bbb90f..ce2f7a3 100644 --- a/R/augsynth.R +++ b/R/augsynth.R @@ -98,6 +98,7 @@ single_augsynth <- function(form, unit, time, t_int, data, augsynth$unit_var <- quo_name(unit) augsynth$raw_data <- data augsynth$form <- form + augsynth$cov_agg <- cov_agg if (tolower(inf_type) != 'none') { augsynth <- add_inference(augsynth, inf_type = inf_type) @@ -414,8 +415,6 @@ print.summary.augsynth <- function(x, ...) { summ$n_tx, summ$time_var, summ$att$Time[[summ$time_tx+1]]) ) - cat( sprintf( " RMSPE range from %.2f to %.2f\n", - min( summ$donor_table$RMSPE ), max( summ$donor_table$RMSPE ) ) ) cat( "\n" ) ## distinction between pre and post treatment @@ -458,6 +457,10 @@ print.summary.augsynth <- function(x, ...) { inf_type <- ifelse(summ$inf_type == 'permutation', "Permutation inference", "Permutation inference (RMSPE-adjusted)") + out_msg <-paste0( out_msg, "\n", + ( sprintf( "Donor RMSPE range from %.2f to %.2f\n", + min( summ$donor_table$RMSPE ), max( summ$donor_table$RMSPE ) ) ) ) + } else { out_msg <- paste("Average ATT Estimate: ", format(round(att_post,3), nsmall=3), "\n") @@ -471,6 +474,7 @@ print.summary.augsynth <- function(x, ...) { "Percent improvement from uniform weights: ", format(round(1 - summ$scaled_l2_imbalance,3)*100), "%\n\n", sep="") + if(!is.null(summ$covariate_l2_imbalance)) { out_msg <- paste(out_msg, @@ -491,8 +495,13 @@ print.summary.augsynth <- function(x, ...) { inf_type, "\n\n", sep="") + + rng = range( summ$donor_table$weight[ summ$donor_table$weight > 1/(1000*summ$n_unit) ] ) + cat( sprintf( "%d donor units used with weights of %.3f to %.3f\n", + sum( summ$donor_table$weight > 1/(1000*summ$n_unit) ), rng[[1]], rng[[2]] ) ) cat(out_msg) + if(summ$inf_type == "jackknife") { out_att <- summ$att[t_int:t_final,] %>% select(Time, Estimate, Std.Error) @@ -524,9 +533,11 @@ print.summary.augsynth <- function(x, ...) { mutate_at(vars(-Time), ~ round(., 3)) %>% print(row.names = F) - + invisible( summ ) } + + #' Plot function for summary function for augsynth #' @param x Summary object #' @param ... Optional arguments diff --git a/R/augsynth_class.R b/R/augsynth_class.R index 00f4ad3..16e54b2 100644 --- a/R/augsynth_class.R +++ b/R/augsynth_class.R @@ -275,7 +275,7 @@ treated_table <- function(augsynth) { df <- get_long_data(augsynth) lvls <- df %>% - group_by( year, ever_Tx ) %>% + group_by( !!sym(augsynth$time_var ), ever_Tx) %>% summarise( Yavg = mean( Yobs ), .groups="drop" ) %>% pivot_wider( names_from = ever_Tx, values_from = Yavg ) colnames(lvls)[2:3] <- c("raw_average", "Yobs") diff --git a/R/donor_control.R b/R/donor_control.R index 4735e57..b1b8b26 100644 --- a/R/donor_control.R +++ b/R/donor_control.R @@ -3,81 +3,106 @@ # in augmented synthetic control method -#' Return a summary data frame donor units used in the model, along -#' with their RMSPEs and synthetic weights +#' Return a summary data frame donor units used in the model with +#' their synthetic weights. +#' +#' If permutation inference has been conducted, table will also +#' include RMSPEs. This can be forced with include_RMSPE flag. #' #' If the augsynth object does not have permutation-based inference #' results, the function will call that form of inference, in order to #' calculate the RMSPEs for each donor unit in turn. #' #' @param augsynth Augsynth object to be plotted -#' +#' @param include_RMSPE Include RMSPEs in the table even if +#' permutation inference has not yet been conducted. +#' @param zap_weights all weights smaller than this value will be set +#' to zero. Set to NULL to keep all weights. #' @export -donor_table <- function(augsynth) { +donor_table <- function(augsynth, include_RMSPE = FALSE, zap_weights = 0.0000001 ) { + + trt_index <- which(augsynth$data$trt == 1) + unit_var <- augsynth$unit_var - if (is.null(augsynth$results)) { - augsynth <- add_inference(augsynth, inf_type = 'permutation') - } else if ((!augsynth$results$inf_type %in% c("permutation", "permutaton_rstat")) | is.null(augsynth$results)) { - augsynth <- add_inference(augsynth, inf_type = 'permutation') - } + tbl = tibble( + unit = rownames( augsynth$weights ), + weight = as.numeric(augsynth$weights) ) + names(tbl)[[1]] = unit_var - trt_index <- which(augsynth$data$trt == 1) - unit_var <- augsynth$unit_var - RMSPEs <- augsynth$results$permutations$placebo_dist %>% - select(!!unit_var, RMSPE) %>% - distinct() - donor_df <- RMSPEs %>% filter(!!as.name(unit_var) != augsynth$trt_unit) %>% - mutate(synth_weight = as.numeric( augsynth$weights ) ) + if ( include_RMSPE || (!is.null(augsynth$results) && augsynth$results$inf_type %in% c("permutation", "permutation_rstat")) ) { + if (is.null(augsynth$results) || (!(augsynth$results$inf_type %in% c("permutation", "permutaton_rstat")) ) ) { + augsynth <- add_inference(augsynth, inf_type = 'permutation') + } + RMSPEs <- augsynth$results$permutations$placebo_dist %>% + select(!!unit_var, RMSPE) %>% + distinct() + tbl <- left_join(tbl, RMSPEs, by = unit_var) + } - return(donor_df) + if ( !is.null(zap_weights) ) { + tbl <- tbl %>% mutate(weight = ifelse(abs(weight) < zap_weights, 0, weight)) + } + return(tbl) } #' Return a new augsynth object with specified donor units removed +#' #' @param augsynth Augsynth object to be plotted -#' @param drop Drop donor units, based on pre-treatment RMSPE or unit name(s) +#' +#' @param drop Drop donor units, based on pre-treatment RMSPE or unit +#' name(s). Default of 20 means drop units with an RMSPE 20x higher +#' than the treated unit. Can also be a character vector of unit +#' IDs to drop. +#' #' @export update_augsynth <- function(augsynth, drop = 20){ - if (is.null(augsynth$results)){ - inf_type = 'none' - } else { - inf_type <- augsynth$results$inf_type - } - - # run placebo tests if necessary - if (!inf_type %in% c('permutation', 'permutation_rstat')) { - augsynth <- add_inference(augsynth, inf_type = 'permutation') - } - - unit_var <- augsynth$unit_var - # pre-treatment RMSPE among donors - donor_RMSPE <- augsynth$results$permutations$placebo_dist %>% - filter(!!as.name(augsynth$time_var) < augsynth$t_int) %>% - group_by(!!as.name(augsynth$unit_var)) %>% - summarise(RMSPE = sqrt(mean(ATT ^ 2)), .groups = "drop") - # pre-treatment RMSPE for treated unit - trt_RMSPE <- add_inference(augsynth, inf_type = 'permutation')$results$permutations$placebo_dist %>% - filter(!!as.name(augsynth$time_var) < augsynth$t_int) %>% - filter(!!as.name(unit_var) == augsynth$trt_unit) %>% - pull(RMSPE) %>% unique() - - if (is.numeric(drop)) { - keep_units <- donor_RMSPE %>% filter(RMSPE / trt_RMSPE <= drop) %>% pull(!!unit_var) - } else if (is.character(drop)) { - keep_units <- donor_RMSPE %>% filter((!!as.name(unit_var) %in% drop) == FALSE) %>% pull(!!unit_var) %>% unique() - } - keep_units <- c(keep_units, augsynth$trt_unit) - - form <- as.formula(paste(as.character(augsynth$form)[2], as.character(augsynth$form)[1], as.character(augsynth$form)[3])) - new_data <- as_tibble(augsynth$raw_data, .name_repair = 'unique') %>% filter(!!as.name(unit_var) %in% keep_units) - new_augsynth <- augsynth(form = form, - unit = !!as.name(augsynth$unit_var), - time = !!as.name(augsynth$time_var), - data = new_data, - inf_type = inf_type - ) - - return(new_augsynth) + if (is.null(augsynth$results)){ + inf_type = 'none' + } else { + inf_type <- augsynth$results$inf_type + } + + # run placebo tests if necessary + if (!inf_type %in% c('permutation', 'permutation_rstat')) { + augsynth <- add_inference(augsynth, inf_type = 'permutation') + } + + unit_var <- augsynth$unit_var + # pre-treatment RMSPE among donors + donor_RMSPE <- augsynth$results$permutations$placebo_dist %>% + filter(!!as.name(augsynth$time_var) < augsynth$t_int) %>% + group_by(!!as.name(augsynth$unit_var)) %>% + summarise(RMSPE = sqrt(mean(ATT ^ 2)), .groups = "drop") + # pre-treatment RMSPE for treated unit + trt_RMSPE <- add_inference(augsynth, inf_type = 'permutation')$results$permutations$placebo_dist %>% + filter(!!as.name(augsynth$time_var) < augsynth$t_int) %>% + filter(!!as.name(unit_var) == augsynth$trt_unit) %>% + pull(RMSPE) %>% unique() + + if (is.numeric(drop)) { + keep_units <- donor_RMSPE %>% filter(RMSPE / trt_RMSPE <= drop) %>% pull(!!unit_var) + } else if (is.character(drop)) { + keep_units <- donor_RMSPE %>% filter((!!as.name(unit_var) %in% drop) == FALSE) %>% pull(!!unit_var) %>% unique() + } + keep_units <- c(keep_units, augsynth$trt_unit) + + form <- as.formula(paste(as.character(augsynth$form)[2], as.character(augsynth$form)[1], as.character(augsynth$form)[3])) + new_data <- as_tibble(augsynth$raw_data, .name_repair = 'unique') %>% + filter(!!as.name(unit_var) %in% keep_units) + + new_augsynth <- augsynth(form = form, + unit = !!as.name(augsynth$unit_var), + time = !!as.name(augsynth$time_var), + data = new_data, + progfunc = augsynth$progfunc, + scm = augsynth$scm, + fixedeff = augsynth$fixedeff, + cov_agg = augsynth$cov_agg, + inf_type = inf_type + ) + + return(new_augsynth) } diff --git a/R/make_synth_data.R b/R/make_synth_data.R new file mode 100644 index 0000000..5350f20 --- /dev/null +++ b/R/make_synth_data.R @@ -0,0 +1,127 @@ + +# Utility function to make fake data for testing and whatnot + + + +#' A synthetic data simulator +#' +#' This generates data with time shocks that interact with the unit +#' latent factors. It also gives a unit fixed effect and a time fixed +#' effect. +#' +#' @param n_time Number of time periods +#' @param n_post Number of the time periods that are after tx onset +#' @param n_U Number of latent factors +#' @param N Number of units +#' @param N_tx number of treated units, out of total N +#' @param sd_time How much the time varying shocks matter. +#' @param sd_unit_fe How much the units have different shifts +#' @param sd_time_fe How much the time intercept shifts vary +#' @param tx_shift Add this shift to the distribution of the +#' treatment latent factors to create differences in tx and co +#' groups. +#' +#' @noRd +make_synth_data = function(n_U, N, n_time, N_tx = 1, n_post = 3, + long_form = FALSE, + tx_impact = 1:n_post, + sd_time = 0.3, + sd_unit_fe = 1, + sd_time_fe = 0.2, + sd_e = 1, + tx_shift = 0.5 ) { + + stopifnot( N_tx < N ) + stopifnot( n_post < n_time ) + + # Make correlation structure for latent factors + Sigma = matrix(0.15, nrow = n_U, ncol = n_U) + diag(Sigma) = 1 + #solve(Sigma) + U = MASS::mvrnorm(N, mu = rep(1, n_U), Sigma = Sigma) + U = abs( U ) + U = cbind( U, 1 ) + U[1,] = sd_unit_fe * U[1,] + #U + #summary(U) + U[1:N_tx,1:n_U] = U[1:N_tx,1:n_U] + tx_shift + + # The time varying component, with the first row being an intercept + shocks = matrix(rnorm(n_U * n_time, sd=sd_time), nrow = n_U) + shocks = abs( shocks ) + shocks = rbind( 1, shocks ) + #shocks[1, ] = 2 * sort(shocks[1, ]) + #shocks[2, ] = sort(shocks[2, ]) + #shocks[2, ] = 0.5 * rev(sort(shocks[2, ])) + #browser() + + # Make a time drift by having the fixed effect time shock increase over time. + shocks[n_U+1,] = sort( shocks[n_U+1,] ) + shocks[n_U+1,] = sd_time_fe * shocks[n_U+1,] / sd_time + # Alt way to create time drift + # shocks = shocks + rep( 1:n_time, each=n_U ) / n_time + + #shocks = shocks + (1:nrow(shocks))/nrow(shocks) + #qplot(1:n_time, shocks[1, ]) + #dim(U) + #dim(shocks) + + # Outcome is latent factors times time shocks, with extra noise + # added. + Y = U %*% shocks + Y = Y + rnorm( length(Y), sd = sd_e ) + #dim(Y) + + dat = as.data.frame(Y) + colnames(dat) = 1:n_time + dat$ID = 1:N + dat$Tx = 0 + dat$Tx[1:N_tx] = 1 + + + # Add in some covariates predictive of latent U (skipping + # intercept) + X = U[,1:n_U, drop=FALSE] + for (i in 1:n_U) { + X[, i] = X[, i] + rnorm(nrow(X)) + } + X = round( X, digits = 1 ) + + #head(dat) + colnames(X) = paste0("X", 1:ncol(X)) + X = as.data.frame(X) + dat = bind_cols(dat, X) + + # Add in a treatment impact! + tx_index = (n_time-n_post+1):n_time + imp = matrix( tx_impact, + ncol=n_post, + nrow=N_tx, + byrow = TRUE ) + dat[ dat$Tx == 1, tx_index ] = dat[ dat$Tx == 1, tx_index ] + imp + + + # Final packaging of the data + if ( long_form ) { + + ldat = pivot_longer( + dat, + cols = all_of(1:n_time), + names_to = "time", + values_to = "Y" + ) + + # Make Y look nice. + ldat$Y = round( ldat$Y, digits = 1 ) #round( ldat$Y / 5, digits = 1 ) * 5 + + ldat$time = as.numeric(ldat$time) + ldat = mutate( ldat, + ever_Tx = Tx, + Tx = ifelse( ever_Tx & time > n_time - n_post, 1, 0 ) ) + ldat + } else { + dat + } +} + + diff --git a/tests/testthat/test-donor_control.R b/tests/testthat/test-donor_control.R new file mode 100644 index 0000000..d871418 --- /dev/null +++ b/tests/testthat/test-donor_control.R @@ -0,0 +1,35 @@ + + +test_that("multiplication works", { + + set.seed(5344) + + dat = augsynth:::make_synth_data( n_time = 10, n_U = 5, N = 12, long_form = TRUE, tx_impact = 2, tx_shift = 1 ) + + syn = augsynth( Y ~ Tx | X1, unit = ID, time = time, data=dat, fixedeff = TRUE, scm = FALSE ) + syn + + a1 = update_augsynth( syn, drop = 1000 ) + + syn$call = a1$call=NULL + expect_equal( syn, a1 ) + + synt = donor_table( syn ) + a1 = update_augsynth( syn, drop = 1 ) + a1t = donor_table( a1 ) + expect_true( nrow( a1t ) < nrow( synt ) ) + + syn = single_augsynth( Y ~ Tx, unit = ID, time = time, t_int = 8, + data=dat, scm = TRUE, progfunc = "none", fixedeff = FALSE ) + syn + synt = donor_table( syn ) + synt + a1 = update_augsynth( syn, drop = c("2", "4", "5") ) + expect_equal( treated_table( syn ), + treated_table(a1)) + syn$call = a1$call=NULL + expect_equal( syn, a1 ) + summary( syn, inf_type = "permutation_rstat" ) + RMSPE( syn ) + +}) From 6505c828fc58b5e1e9cbb1e64d33dec374c53f56 Mon Sep 17 00:00:00 2001 From: lmiratrix Date: Thu, 6 Jun 2024 06:54:50 -0400 Subject: [PATCH 18/36] Cleaning up documentation and adding some testing code to increase coverage. --- R/augsynth.R | 87 +++--------- R/augsynth_class.R | 2 +- R/permutation.R | 2 +- R/plotting_methods.R | 180 ++++++++++++++++++++++++ man/add_inference.Rd | 4 +- man/donor_table.Rd | 16 ++- man/plot.augsynth.Rd | 2 +- man/plot.summary.augsynth.Rd | 6 +- man/summary.augsynth.Rd | 39 ++--- man/update_augsynth.Rd | 5 +- tests/testthat/test-augsynth_plotting.R | 35 ++++- tests/testthat/test-donor_control.R | 26 +++- tests/testthat/test-summary.augsynth.R | 33 +++++ tests/testthat/test_general.R | 1 + 14 files changed, 322 insertions(+), 116 deletions(-) create mode 100644 R/plotting_methods.R create mode 100644 tests/testthat/test-summary.augsynth.R diff --git a/R/augsynth.R b/R/augsynth.R index 4b76637..f2e458a 100644 --- a/R/augsynth.R +++ b/R/augsynth.R @@ -359,13 +359,19 @@ add_inference <- function(object, inf_type = "conformal", linear_effect = F, ... #### Summary methods #### -#' Summary function for augsynth (returns fields calculated by -#' `add_inference()`) +#' Summary function for augsynth +#' +#' Summary summarizes an augsynth result by (usually) adding an +#' inferential result, if that has not been calculated already, and +#' calculating a few other summary statistics such as estimated bias. +#' This method does this via `add_inference()`, if inference is +#' needed. #' #' @param object augsynth object #' -#' @param inf_type Type of inference algorithm. Inherits inf_type from -#' `object` or otherwise defaults to "conformal". Options are +#' @param inf_type Type of inference algorithm. If left NULL, inherits +#' inf_type from `object` or otherwise defaults to "conformal." +#' Options are #' \itemize{ #' \item{"conformal"}{Conformal inference (default)} #' \item{"jackknife+"}{Jackknife+ algorithm over time periods} @@ -379,7 +385,7 @@ add_inference <- function(object, inf_type = "conformal", linear_effect = F, ... #' \item{"conformal"}{`conformal_inf`} #' \item{"jackknife+"}{`time_jackknife_plus`} #' \item{"jackknife"}{`jackknife_se_single`} -#' \item{"permutation"}{`permutation_inf`} +#' \item{"permutation", "permutation_rstat"}{`permutation_inf`} #' } #' @export summary.augsynth <- function(object, inf_type = NULL, ...) { @@ -439,6 +445,7 @@ summary.augsynth <- function(object, inf_type = NULL, ...) { #' Print function for summary function for augsynth +#' #' @param x summary object #' @param ... Optional arguments #' @export @@ -591,16 +598,23 @@ print.summary.augsynth <- function(x, ...) { #' Plot function for summary function for augsynth +#' +#' #' @param x Summary object +#' @param inf_type Type of inference to plot. If left NULL, inherits +#' from summary object. If different from passed summary's stored +#' inference, will recalculate inference. #' @param ... Optional arguments #' @export -plot.summary.augsynth <- function(x, inf = NULL, inf_type = 'conformal', ...) { +plot.summary.augsynth <- function(x, inf_type = 'conformal', ...) { + + #plot.augsynth( x, inf_type=inf_type ) summ <- x if (tolower(inf_type) != 'none') { - inf = T + inf = TRUE } else{ - inf = F + inf = FALSE } p <- summ$att %>% @@ -627,63 +641,6 @@ plot.summary.augsynth <- function(x, inf = NULL, inf_type = 'conformal', ...) { -#' Plot function for summary function for augsynth -#' -#' @param x Summary object -#' @param ... Optional arguments -#' -#' @noRd -augsynth_plot_from_results <- function(augsynth, - plot_type = 'estimate', - inf_type = NULL, ...) { - - stopifnot(tolower(inf_type) %in% c('conformal', 'jackknife', 'jackknife+', 'permutation', 'permutation_rstat', 'none')) - - if (is.null(inf_type)) { - if (!is.null(augsynth$results)) { - inf_type <- augsynth$results$inf_type - } else { - inf_type <- 'conformal' - } - } - - if (tolower(inf_type) == 'none') { - ci = F - } else { - ci = T - } - - if (is.null(augsynth$results)) { - augsynth <- add_inference(augsynth, inf_type = inf_type) - } else if (augsynth$results$inf_type != inf_type) { - augsynth <- add_inference(augsynth, inf_type = inf_type) - } - - p <- augsynth$results$att %>% - ggplot2::ggplot(ggplot2::aes(x = Time, y = Estimate)) - - if (ci) { - if(all(is.na(augsynth$results$att$lower_bound))) { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin = Estimate - 2 * Std.Error, - ymax = Estimate + 2 * Std.Error), - alpha = 0.2) - } else { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin = lower_bound, - ymax = upper_bound), - alpha = 0.2) - } - - } - p <- p + ggplot2::geom_line() + - ggplot2::geom_vline(xintercept = augsynth$t_int, lty = 2) + - ggplot2::geom_hline(yintercept = 0, lty = 2) + - ggplot2::labs(x = augsynth$time_var) + - ggplot2::theme_bw() - - return(p) - -} - #### Package documentation #### diff --git a/R/augsynth_class.R b/R/augsynth_class.R index 16e54b2..6f4ecf5 100644 --- a/R/augsynth_class.R +++ b/R/augsynth_class.R @@ -32,7 +32,7 @@ print.augsynth <- function(x, ...) { #' @importFrom graphics plot #' #' -#' @param augsynth Augsynth object to be plotted +#' @param augsynth Augsynth or summary.augsynth object to be plotted #' @param plot_type The stylized plot type to be returned. Options include #' \itemize{ #' \item{"estimate"}{The ATT and 95\% confidence interval} diff --git a/R/permutation.R b/R/permutation.R index dd38cd8..bcd77cf 100644 --- a/R/permutation.R +++ b/R/permutation.R @@ -41,7 +41,7 @@ get_placebo_gaps = function( ascm, att = TRUE ) { dim( ests ) pds = as.numeric( predict( ascm, att = att ) ) pds - stopifnot( all( round( ests[ , which( wide_data$trt == 1 ) ] - pds, digits=7 ) == 0 ) ) + stopifnot( all( round( ests[ , which( wide_data$trt == 1 ) ] - pds, digits=6 ) == 0 ) ) ests = as.data.frame( t( ests ) ) dim( ests ) diff --git a/R/plotting_methods.R b/R/plotting_methods.R new file mode 100644 index 0000000..6f4ef4a --- /dev/null +++ b/R/plotting_methods.R @@ -0,0 +1,180 @@ + + +#' Plot function for augsynth or summary.augsynth objects +#' +#' @importFrom graphics plot +#' +#' @param augsynth Augsynth or summary.augsynth object to be plotted +#' @param plot_type The stylized plot type to be returned. Options include +#' \itemize{ +#' \item{"estimate"}{The ATT and 95\% confidence interval} +#' \item{"estimate only"}{The ATT without a confidence interval} +#' \item{"outcomes"}{The level of the outcome variable for the treated and synthetic control units.} +#' \item{"outcomes raw average"}{The level of the outcome variable for the treated and synthetic control units, along with the raw average of the donor units.} +#' \item{"placebo"}{The ATTs resulting from placebo tests on the donor units.} } +#' @param cv If True, plot cross validation MSE against hyper-parameter, otherwise plot effects +#' @param inf_type Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are +#' \itemize{ +#' \item{"conformal"}{Conformal inference (default)} +#' \item{"jackknife+"}{Jackknife+ algorithm over time periods} +#' \item{"jackknife"}{Jackknife over units} +#' \item{"permutation"}{Placebo permutation, raw ATT} +#' \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} +#' \item{"None"}{Return ATT Estimate only} +#' } +#' @param ... Optional arguments for inference, for more details for each `inf_type` see +#' \itemize{ +#' \item{"conformal"}{`conformal_inf`} +#' \item{"jackknife+"}{`time_jackknife_plus`} +#' \item{"jackknife"}{`jackknife_se_single`} +#' \item{"permutation"}{`permutation_inf`} +#' } +#' @param ... Optional arguments +#' @noRd +plot_augsynth_results <- function(augsynth, + cv = FALSE, # ND note — not sure what this does? + plot_type = 'estimate', + inf_type = NULL, ...) { + + if (is.null(inf_type) & !is.null(augsynth$results)) { + inf_type = augsynth$results$inf_type + } else if (is.null(inf_type) & is.null(augsynth$results)) { + # if no inf_type given for a basic (backwards compatible) augsynth object, set inf_type to conformal + inf_type = 'conformal' + } + + # if inf_type is set to "none", then only return a raw treatment estimate or an outcomes plot (treated/synth trajectories) + if ((inf_type %in% c('None', 'none')) & (!grepl('outcomes', plot_type))) { + plot_type = 'estimate only' + } + + # if the user specifies the "placebo" plot type without accompanying inference, default to placebo and show message + if ((plot_type == 'placebo') & (!inf_type %in% c('permutation', 'permutation_rstat'))) { + message('Placebo plots are only available for permutation-based inference. The plot shows results from "inf_type = "permutation""') + return(permutation_plot(augsynth, inf_type = 'permutation')) + } + + if (is.null(inf_type)) { + if (!is.null(augsynth$results)) { + inf_type <- augsynth$results$inf_type + } else { + inf_type <- 'conformal' + } + } + + if (is.null(augsynth$results)) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } + + if (cv == T) { + errors = data.frame(lambdas = augsynth$lambdas, + errors = augsynth$lambda_errors, + errors_se = augsynth$lambda_errors_se) + p <- ggplot2::ggplot(errors, ggplot2::aes(x = lambdas, y = errors)) + + ggplot2::geom_point(size = 2) + + ggplot2::geom_errorbar( + ggplot2::aes(ymin = errors, + ymax = errors + errors_se), + width=0.2, size = 0.5) + p <- p + ggplot2::labs(title = bquote("Cross Validation MSE over " ~ lambda), + x = expression(lambda), y = "Cross Validation MSE", + parse = TRUE) + p <- p + ggplot2::scale_x_log10() + + # find minimum and min + 1se lambda to plot + min_lambda <- choose_lambda(augsynth$lambdas, + augsynth$lambda_errors, + augsynth$lambda_errors_se, + F) + min_1se_lambda <- choose_lambda(augsynth$lambdas, + augsynth$lambda_errors, + augsynth$lambda_errors_se, + T) + min_lambda_index <- which(augsynth$lambdas == min_lambda) + min_1se_lambda_index <- which(augsynth$lambdas == min_1se_lambda) + + p <- p + ggplot2::geom_point( + ggplot2::aes(x = min_lambda, + y = augsynth$lambda_errors[min_lambda_index]), + color = "gold") + p + ggplot2::geom_point( + ggplot2::aes(x = min_1se_lambda, + y = augsynth$lambda_errors[min_1se_lambda_index]), + color = "gold") + + ggplot2::theme_bw() + return(p) + } else if (plot_type == 'estimate only') { + p <- augsynth_plot_from_results(augsynth, inf_type = 'none') + } else if (plot_type == 'estimate') { + p <- augsynth_plot_from_results(augsynth, inf_type = inf_type) + } else if (grepl('placebo', plot_type)) { + p <- permutation_plot(augsynth, inf_type = inf_type) + } else if (plot_type == 'outcomes') { + p <- augsynth_outcomes_plot(augsynth, measure = 'synth') + } else if (plot_type == 'outcomes raw average') { + p <- augsynth_outcomes_plot(augsynth, measure = c('synth', 'average')) + } + return(p) +} + + + + + + +#' Plot function for summary function for augsynth +#' +#' @param x Summary object +#' @param ... Optional arguments +#' +#' @noRd +augsynth_plot_from_results <- function(augsynth, + plot_type = 'estimate', + inf_type = NULL, ...) { + + stopifnot(tolower(inf_type) %in% c('conformal', 'jackknife', 'jackknife+', 'permutation', 'permutation_rstat', 'none')) + + if (is.null(inf_type)) { + if (!is.null(augsynth$results)) { + inf_type <- augsynth$results$inf_type + } else { + inf_type <- 'conformal' + } + } + + if (tolower(inf_type) == 'none') { + ci = F + } else { + ci = T + } + + if (is.null(augsynth$results)) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } else if (augsynth$results$inf_type != inf_type) { + augsynth <- add_inference(augsynth, inf_type = inf_type) + } + + p <- augsynth$results$att %>% + ggplot2::ggplot(ggplot2::aes(x = Time, y = Estimate)) + + if (ci) { + if(all(is.na(augsynth$results$att$lower_bound))) { + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin = Estimate - 2 * Std.Error, + ymax = Estimate + 2 * Std.Error), + alpha = 0.2) + } else { + p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin = lower_bound, + ymax = upper_bound), + alpha = 0.2) + } + + } + p <- p + ggplot2::geom_line() + + ggplot2::geom_vline(xintercept = augsynth$t_int, lty = 2) + + ggplot2::geom_hline(yintercept = 0, lty = 2) + + ggplot2::labs(x = augsynth$time_var) + + ggplot2::theme_bw() + + return(p) + +} diff --git a/man/add_inference.Rd b/man/add_inference.Rd index 13bed38..8345c4e 100644 --- a/man/add_inference.Rd +++ b/man/add_inference.Rd @@ -4,7 +4,7 @@ \alias{add_inference} \title{Function to add inference to augsynth object} \usage{ -add_inference(object, inf_type = "conformal", ...) +add_inference(object, inf_type = "conformal", linear_effect = F, ...) } \arguments{ \item{object}{augsynth object} @@ -18,6 +18,8 @@ add_inference(object, inf_type = "conformal", ...) \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} }} +\item{linear_effect}{Boolean, whether to invert the conformal inference hypothesis test to get confidence intervals for a linear-in-time treatment effect: intercept + slope * time} + \item{...}{Optional arguments for inference, for more details for each `inf_type` see \itemize{ \item{"conformal"}{`conformal_inf`} diff --git a/man/donor_table.Rd b/man/donor_table.Rd index 0112196..b70856a 100644 --- a/man/donor_table.Rd +++ b/man/donor_table.Rd @@ -2,15 +2,25 @@ % Please edit documentation in R/donor_control.R \name{donor_table} \alias{donor_table} -\title{Return a summary data frame donor units used in the model, along -with their RMSPEs and synthetic weights} +\title{Return a summary data frame donor units used in the model with +their synthetic weights.} \usage{ -donor_table(augsynth) +donor_table(augsynth, include_RMSPE = FALSE, zap_weights = 1e-07) } \arguments{ \item{augsynth}{Augsynth object to be plotted} + +\item{include_RMSPE}{Include RMSPEs in the table even if +permutation inference has not yet been conducted.} + +\item{zap_weights}{all weights smaller than this value will be set +to zero. Set to NULL to keep all weights.} } \description{ +If permutation inference has been conducted, table will also +include RMSPEs. This can be forced with include_RMSPE flag. +} +\details{ If the augsynth object does not have permutation-based inference results, the function will call that form of inference, in order to calculate the RMSPEs for each donor unit in turn. diff --git a/man/plot.augsynth.Rd b/man/plot.augsynth.Rd index 516555f..7afc669 100644 --- a/man/plot.augsynth.Rd +++ b/man/plot.augsynth.Rd @@ -7,7 +7,7 @@ \method{plot}{augsynth}(augsynth, cv = FALSE, plot_type = "estimate", inf_type = NULL, ...) } \arguments{ -\item{augsynth}{Augsynth object to be plotted} +\item{augsynth}{Augsynth or summary.augsynth object to be plotted} \item{cv}{If True, plot cross validation MSE against hyper-parameter, otherwise plot effects} diff --git a/man/plot.summary.augsynth.Rd b/man/plot.summary.augsynth.Rd index e7d4748..21daed6 100644 --- a/man/plot.summary.augsynth.Rd +++ b/man/plot.summary.augsynth.Rd @@ -4,11 +4,15 @@ \alias{plot.summary.augsynth} \title{Plot function for summary function for augsynth} \usage{ -\method{plot}{summary.augsynth}(x, inf = NULL, inf_type = "conformal", ...) +\method{plot}{summary.augsynth}(x, inf_type = "conformal", ...) } \arguments{ \item{x}{Summary object} +\item{inf_type}{Type of inference to plot. If left NULL, inherits +from summary object. If different from passed summary's stored +inference, will recalculate inference.} + \item{...}{Optional arguments} } \description{ diff --git a/man/summary.augsynth.Rd b/man/summary.augsynth.Rd index 9e9013a..1399011 100644 --- a/man/summary.augsynth.Rd +++ b/man/summary.augsynth.Rd @@ -2,20 +2,16 @@ % Please edit documentation in R/augsynth.R \name{summary.augsynth} \alias{summary.augsynth} -\title{Summary function for augsynth (returns fields calculated by -`add_inference()`)} +\title{Summary function for augsynth} \usage{ -<<<<<<< master \method{summary}{augsynth}(object, inf_type = NULL, ...) -======= -\method{summary}{augsynth}(object, inf = T, inf_type = "conformal", linear_effect = F, ...) ->>>>>>> master } \arguments{ \item{object}{augsynth object} -\item{inf_type}{Type of inference algorithm. Inherits inf_type from -`object` or otherwise defaults to "conformal". Options are +\item{inf_type}{Type of inference algorithm. If left NULL, inherits +inf_type from `object` or otherwise defaults to "conformal." +Options are \itemize{ \item{"conformal"}{Conformal inference (default)} \item{"jackknife+"}{Jackknife+ algorithm over time periods} @@ -24,34 +20,19 @@ \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} }} -<<<<<<< master \item{...}{Optional arguments for inference, for more details for each `inf_type` see \itemize{ \item{"conformal"}{`conformal_inf`} \item{"jackknife+"}{`time_jackknife_plus`} \item{"jackknife"}{`jackknife_se_single`} - \item{"permutation"}{`permutation_inf`} + \item{"permutation", "permutation_rstat"}{`permutation_inf`} }} -======= -\item{inf_type}{Type of inference algorithm. Options are -\itemize{ - \item{"conformal"}{Conformal inference (default)} - \item{"jackknife+"}{Jackknife+ algorithm over time periods} - \item{"jackknife"}{Jackknife over units} -}} - -\item{linear_effect}{Boolean, whether to invert the conformal inference hypothesis test to get confidence intervals for a linear-in-time treatment effect: intercept + slope * time} - -\item{...}{Optional arguments for inference, for more details for each `inf_type` see -\itemize{ - \item{"conformal"}{`conformal_inf`} - \item{"jackknife+"}{`time_jackknife_plus`} - \item{"jackknife"}{`jackknife_se_single`} -}} ->>>>>>> master } \description{ -Summary function for augsynth (returns fields calculated by -`add_inference()`) +Summary summarizes an augsynth result by (usually) adding an +inferential result, if that has not been calculated already, and +calculating a few other summary statistics such as estimated bias. +This method does this via `add_inference()`, if inference is +needed. } diff --git a/man/update_augsynth.Rd b/man/update_augsynth.Rd index 1ca8648..c5afa47 100644 --- a/man/update_augsynth.Rd +++ b/man/update_augsynth.Rd @@ -9,7 +9,10 @@ update_augsynth(augsynth, drop = 20) \arguments{ \item{augsynth}{Augsynth object to be plotted} -\item{drop}{Drop donor units, based on pre-treatment RMSPE or unit name(s)} +\item{drop}{Drop donor units, based on pre-treatment RMSPE or unit +name(s). Default of 20 means drop units with an RMSPE 20x higher +than the treated unit. Can also be a character vector of unit +IDs to drop.} } \description{ Return a new augsynth object with specified donor units removed diff --git a/tests/testthat/test-augsynth_plotting.R b/tests/testthat/test-augsynth_plotting.R index ce913d9..9d75bb0 100644 --- a/tests/testthat/test-augsynth_plotting.R +++ b/tests/testthat/test-augsynth_plotting.R @@ -8,7 +8,7 @@ test_that("generall plotting functions do not crash", { basque <- basque %>% mutate(trt = case_when(year < 1975 ~ 0, regionno != 17 ~0, regionno == 17 ~ 1)) %>% - filter(regionno != 1) + filter(regionno != 1, year > 1960 & year < 1990 ) @@ -20,6 +20,15 @@ test_that("generall plotting functions do not crash", { sum <- summary( syn, inf_type = "permutation" ) sum + # Check that it will add inference on the fly + auto_add_inf <- augsynth:::augsynth_plot_from_results( syn, inf_type = "permutation_rstat" ) + expect_true( is.ggplot( auto_add_inf ) ) + + + + # use testthat to check print.augsynth.summary writes to console + expect_output( print( sum ), "Permutation inference" ) + p0 <- plot( sum ) p0 @@ -28,21 +37,35 @@ test_that("generall plotting functions do not crash", { #expect_equal( p0, p ) pEO <- plot( syn, plot_type = "estimate only" ) pEO - p <- plot( sum, plot_type = "outcomes" ) + p <- plot( syn, plot_type = "outcomes" ) p - p <- plot( sum, plot_type = "outcomes raw average" ) + p <- plot( syn, plot_type = "outcomes raw average" ) p - p <- plot( sum, plot_type = "placebo" ) + p <- plot( syn, plot_type = "placebo" ) p sum$inf_type - # These should be the same + # These two plots should be the same p2 <- plot( syn ) expect_true( is.ggplot(p2 ) ) sump <- summary( syn ) p3 <- plot( sump ) - expect_true( is.ggplot( p3 ) ) + + expect_output( print( sump ), "Conformal inference" ) + + dt = donor_table( sump ) + expect_equal( sum( dt$weight ), 1, tolerance = 0.000001 ) + + # TODO: Check the "cv" flag -- has to rerun conformal inference? + #plt <- plot( syn, inf_type="jackknife", cv=TRUE ) + #plt + #expect_true( is.ggplot( plt ) ) ) + }) + + + + diff --git a/tests/testthat/test-donor_control.R b/tests/testthat/test-donor_control.R index d871418..7b21edd 100644 --- a/tests/testthat/test-donor_control.R +++ b/tests/testthat/test-donor_control.R @@ -1,6 +1,6 @@ -test_that("multiplication works", { +test_that("donor control methods work", { set.seed(5344) @@ -20,16 +20,28 @@ test_that("multiplication works", { expect_true( nrow( a1t ) < nrow( synt ) ) syn = single_augsynth( Y ~ Tx, unit = ID, time = time, t_int = 8, - data=dat, scm = TRUE, progfunc = "none", fixedeff = FALSE ) + data=dat, scm = TRUE, progfunc = "none", + fixedeff = FALSE ) syn + + sum <- summary( syn, inf_type = "permutation_rstat" ) + RMSPE( syn ) + + + synt = donor_table( syn ) synt a1 = update_augsynth( syn, drop = c("2", "4", "5") ) - expect_equal( treated_table( syn ), - treated_table(a1)) + t1 = treated_table( syn ) + t1$raw_average = NULL + t2 = treated_table( a1 ) + t2$raw_average = NULL + expect_equal( t1, t2 ) + + names( syn ) + names( a1 ) syn$call = a1$call=NULL - expect_equal( syn, a1 ) - summary( syn, inf_type = "permutation_rstat" ) - RMSPE( syn ) + expect_equal( syn$l2_imbalance, a1$l2_imbalance ) + }) diff --git a/tests/testthat/test-summary.augsynth.R b/tests/testthat/test-summary.augsynth.R new file mode 100644 index 0000000..b2f2aef --- /dev/null +++ b/tests/testthat/test-summary.augsynth.R @@ -0,0 +1,33 @@ + + +test_that("summary.augsynth works", { + + set.seed( 4040440 ) + + dat = augsynth:::make_synth_data( n_time = 10, n_U = 5, N = 12, long_form = TRUE, tx_impact = 2, tx_shift = 1 ) + head( dat ) + + #ggplot( dat, aes( time, Y, color = as.factor( ever_Tx ), group=ID ) ) + + # geom_line() + + library( augsynth ) + syn = augsynth( Y ~ Tx | X1 + X2 + X3 + X4 + X5, unit = ID, time = time, data=dat, inf_type = "jackknife" ) + + expect_output( print( syn ), "Fit to 12 units and 10 time points.*Average ATT Estimate" ) + + sum = summary( syn ) + print( sum ) + expect_output( print( sum ), "5 donor units used with weights.*Avg Estimated Bias: .*Jackknife over units" ) + + s2 = summary( syn, inf_type = "jackknife+" ) + print( s2 ) + expect_output( print( s2 ), + "5 donor units used with weights.*Avg Estimated Bias: .*Jackknife\\+ over time periods" ) + + + s2 = summary( syn, inf_type = "none" ) + print( s2 ) + expect_output( print( s2 ), + "Inference type: None" ) + +}) diff --git a/tests/testthat/test_general.R b/tests/testthat/test_general.R index 5cae9cf..36b4565 100644 --- a/tests/testthat/test_general.R +++ b/tests/testthat/test_general.R @@ -57,6 +57,7 @@ test_that("Ridge ASCM gives the right answer", { ## level of balance is as expected expect_equal(.373, asyn$l2_imbalance, tolerance=1e-3) + } ) From 190d1f59eac2931fe8e24efd55a20e308b008a4a Mon Sep 17 00:00:00 2001 From: lmiratrix Date: Thu, 6 Jun 2024 16:47:41 -0400 Subject: [PATCH 19/36] made plotting options work with both summary and augsynth objects --- NAMESPACE | 1 + R/augsynth.R | 56 ++++----- R/augsynth_class.R | 84 +++++-------- R/outcomes_plot.R | 48 ------- R/permutation.R | 18 +-- R/plotting_methods.R | 131 +++++++++++--------- man/plot.summary.augsynth.Rd | 14 ++- man/plot_augsynth_results.Rd | 42 +++++++ man/summary.augsynth_class.Rd | 17 +++ tests/testthat/test-augsynth_plotting.R | 51 ++++++-- tests/testthat/test-permutation_inference.R | 4 +- 11 files changed, 248 insertions(+), 218 deletions(-) delete mode 100644 R/outcomes_plot.R create mode 100644 man/plot_augsynth_results.Rd create mode 100644 man/summary.augsynth_class.Rd diff --git a/NAMESPACE b/NAMESPACE index 2917e8d..1743dbd 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -32,6 +32,7 @@ export(augsynth) export(augsynth_multiout) export(donor_table) export(is.augsynth) +export(is.summary.augsynth) export(multisynth) export(n_time) export(n_treated) diff --git a/R/augsynth.R b/R/augsynth.R index f2e458a..69da5b7 100644 --- a/R/augsynth.R +++ b/R/augsynth.R @@ -438,12 +438,30 @@ summary.augsynth <- function(object, inf_type = NULL, ...) { summ$time_tx = t0 summ$donor_table = donor_table( augsynth ) + summ$treated_table = treated_table( augsynth ) + class(summ) <- "summary.augsynth" return(summ) } + +#' Methods for accessing details of summary.augsynth object +#' +#' @param x summary.augsynth result object +#' +#' @rdname summary.augsynth_class +#' +#' @return is.summary.augsynth: TRUE if object is a augsynth object. +#' +#' @export +is.summary.augsynth <- function(x) { + inherits(x, "summary.augsynth") +} + + + #' Print function for summary function for augsynth #' #' @param x summary object @@ -599,43 +617,17 @@ print.summary.augsynth <- function(x, ...) { #' Plot function for summary function for augsynth #' +#' @param x summary.augsynth object +#' @inheritParams plot_augsynth_results #' -#' @param x Summary object -#' @param inf_type Type of inference to plot. If left NULL, inherits -#' from summary object. If different from passed summary's stored -#' inference, will recalculate inference. -#' @param ... Optional arguments #' @export -plot.summary.augsynth <- function(x, inf_type = 'conformal', ...) { +plot.summary.augsynth <- function(x, + plot_type = 'estimate', + ...) { - #plot.augsynth( x, inf_type=inf_type ) summ <- x - if (tolower(inf_type) != 'none') { - inf = TRUE - } else{ - inf = FALSE - } - - p <- summ$att %>% - ggplot2::ggplot(ggplot2::aes(x=Time, y=Estimate)) - - if(inf) { - if(all(is.na(summ$att$lower_bound))) { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=Estimate-2*Std.Error, - ymax=Estimate+2*Std.Error), - alpha=0.2) - } else { - p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin=lower_bound, - ymax=upper_bound), - alpha=0.2) - } - - } - p + ggplot2::geom_line() + - ggplot2::geom_vline(xintercept=summ$t_int, lty=2) + - ggplot2::geom_hline(yintercept=0, lty=2) + - ggplot2::theme_bw() + plot_augsynth_results( summ, plot_type = plot_type, ... ) } diff --git a/R/augsynth_class.R b/R/augsynth_class.R index 6f4ecf5..ba9ed0f 100644 --- a/R/augsynth_class.R +++ b/R/augsynth_class.R @@ -94,55 +94,8 @@ plot.augsynth <- function(augsynth, augsynth <- add_inference(augsynth, inf_type = inf_type) } - if (cv == T) { - errors = data.frame(lambdas = augsynth$lambdas, - errors = augsynth$lambda_errors, - errors_se = augsynth$lambda_errors_se) - p <- ggplot2::ggplot(errors, ggplot2::aes(x = lambdas, y = errors)) + - ggplot2::geom_point(size = 2) + - ggplot2::geom_errorbar( - ggplot2::aes(ymin = errors, - ymax = errors + errors_se), - width=0.2, size = 0.5) - p <- p + ggplot2::labs(title = bquote("Cross Validation MSE over " ~ lambda), - x = expression(lambda), y = "Cross Validation MSE", - parse = TRUE) - p <- p + ggplot2::scale_x_log10() - - # find minimum and min + 1se lambda to plot - min_lambda <- choose_lambda(augsynth$lambdas, - augsynth$lambda_errors, - augsynth$lambda_errors_se, - F) - min_1se_lambda <- choose_lambda(augsynth$lambdas, - augsynth$lambda_errors, - augsynth$lambda_errors_se, - T) - min_lambda_index <- which(augsynth$lambdas == min_lambda) - min_1se_lambda_index <- which(augsynth$lambdas == min_1se_lambda) - - p <- p + ggplot2::geom_point( - ggplot2::aes(x = min_lambda, - y = augsynth$lambda_errors[min_lambda_index]), - color = "gold") - p + ggplot2::geom_point( - ggplot2::aes(x = min_1se_lambda, - y = augsynth$lambda_errors[min_1se_lambda_index]), - color = "gold") + - ggplot2::theme_bw() - return(p) - } else if (plot_type == 'estimate only') { - p <- augsynth_plot_from_results(augsynth, inf_type = 'none') - } else if (plot_type == 'estimate') { - p <- augsynth_plot_from_results(augsynth, inf_type = inf_type) - } else if (grepl('placebo', plot_type)) { - p <- permutation_plot(augsynth, inf_type = inf_type) - } else if (plot_type == 'outcomes') { - p <- augsynth_outcomes_plot(augsynth, measure = 'synth') - } else if (plot_type == 'outcomes raw average') { - p <- augsynth_outcomes_plot(augsynth, measure = c('synth', 'average')) - } - return(p) + plot_augsynth_results( augsynth=augsynth, cv=cv, plot_type=plot_type, inf_type=inf_type, ... ) + } @@ -272,21 +225,40 @@ RMSPE <- function( augsynth ) { #' @export treated_table <- function(augsynth) { - df <- get_long_data(augsynth) + if ( is.summary.augsynth( augsynth ) ) { + return( augsynth$treated_table ) + } - lvls <- df %>% - group_by( !!sym(augsynth$time_var ), ever_Tx) %>% - summarise( Yavg = mean( Yobs ), .groups="drop" ) %>% - pivot_wider( names_from = ever_Tx, values_from = Yavg ) - colnames(lvls)[2:3] <- c("raw_average", "Yobs") + # Calculate the time series of the treated, the synthetic control, + # and the overall donor pool average + trt_index <- which(augsynth$data$trt == 1) + df <- bind_cols(augsynth$data$X, augsynth$data$y) + synth_unit <- t(df[-trt_index, ]) %*% augsynth$weights + average_unit <- df[-trt_index, ] %>% colMeans() + treated_unit <- t(df[trt_index, ]) + lvls = tibble( + time = as.numeric( colnames(df) ), + Yobs = as.numeric( treated_unit ), + Yhat = as.numeric( synth_unit ), + raw_average = as.numeric( average_unit ) + ) + + #lvls <- df %>% + # group_by( !!sym(augsynth$time_var ), ever_Tx) %>% + # summarise( Yavg = mean( Yobs ), .groups="drop" ) %>% + # pivot_wider( names_from = ever_Tx, values_from = Yavg ) + #colnames(lvls)[2:3] <- c("raw_average", "Yobs") t0 <- ncol(augsynth$data$X) tpost <- ncol(augsynth$data$y) lvls$tx = rep( c(0,1), c( t0, tpost ) ) - lvls$Yhat = predict( augsynth ) + #lvls$Yhat = predict( augsynth ) lvls$ATT = lvls$Yobs - lvls$Yhat lvls$rstat = lvls$ATT / sqrt( mean( lvls$ATT[ lvls$tx == 0 ]^2 ) ) + lvls <- dplyr::relocate( lvls, + time, tx, Yobs, Yhat, raw_average, ATT, rstat ) + return( lvls ) } diff --git a/R/outcomes_plot.R b/R/outcomes_plot.R deleted file mode 100644 index f815f5d..0000000 --- a/R/outcomes_plot.R +++ /dev/null @@ -1,48 +0,0 @@ - - -#' Plot function returning the original level of the outcome variable -#' for the treated unit and its synthetic counterfactual -#' -#' @param augsynth Augsynth object to be plotted -#' @param measure Whether to plot the synthetic counterfactual or the -#' raw average of donor units -#' -#' @noRd -augsynth_outcomes_plot <- function(augsynth, measure = c("synth", "average")) { - - trt_index <- which(augsynth$data$trt == 1) - df <- bind_cols(augsynth$data$X, augsynth$data$y) - synth_unit <- t(df[-trt_index, ]) %*% augsynth$weights - average_unit <- df[-trt_index, ] %>% colMeans() - treated_unit <- t(df[trt_index, ]) - - max_y <- max(c(synth_unit, average_unit, treated_unit)) - min_y <- min(c(synth_unit, average_unit, treated_unit)) - - p <- ggplot2::ggplot() + - ggplot2::geom_line(aes(x = augsynth$data$time, y = treated_unit, linetype = augsynth$trt_unit)) - - if ('synth' %in% measure) { - p <- p + - ggplot2::geom_line(aes(x = augsynth$data$time, y = synth_unit, linetype = 'Synthetic counterfactual')) - } - - if ('average' %in% measure) { - p <- p + - ggplot2::geom_line(aes(x = augsynth$data$time, y = average_unit, linetype = 'Donor raw average')) - } - - p <- p + - ggplot2::scale_y_continuous(limits = c(0, 140)) + - ggplot2::labs(linetype = NULL, - x = augsynth$time_var, - y = 'Outcome') + - ggplot2::ylim(min_y, max_y) + - ggplot2::theme_bw() + - ggplot2::theme(legend.position = c(0.75, 0.88), - legend.key = element_rect(fill = alpha("white", 0.5)), - legend.background = element_rect(fill = alpha("white", 0))) - - return(p) -} - diff --git a/R/permutation.R b/R/permutation.R index bcd77cf..66462b6 100644 --- a/R/permutation.R +++ b/R/permutation.R @@ -351,6 +351,11 @@ add_placebo_distribution <- function(augsynth) { #' @export permutation_plot <- function(augsynth, inf_type = 'permutation') { + if ( is.augsynth( augsynth ) ) { + augsynth = summary( augsynth, inf_type = inf_type ) + } + + inf_type = augsynth$inf_type stopifnot(inf_type %in% c('permutation', 'permutation_rstat')) if(inf_type == 'permutation') { @@ -359,15 +364,11 @@ permutation_plot <- function(augsynth, inf_type = 'permutation') { measure = 'rstat' } - if (is.null(augsynth$results$permutations)) { - augsynth <- add_placebo_distribution(augsynth) - } - - plot_df <- augsynth$results$permutations$placebo_dist %>% + plot_df <- augsynth$permutations$placebo_dist %>% mutate(trt_status = factor(trt, levels = c(0, 1), labels = c('Control', 'Treatment'))) - t0 <- ncol(augsynth$data$X) - treat_year = augsynth$data$time[t0 + 1] + t0 <- augsynth$time_tx + treat_year = augsynth$t_int out_plot <- ggplot2::ggplot(plot_df, aes(x = !!as.name(augsynth$time_var), y = !!as.name(measure), @@ -391,6 +392,7 @@ permutation_plot <- function(augsynth, inf_type = 'permutation') { #' @param results Results from calling xxx #' @param inf_type Inference type (takes a value of 'permutation' or 'permutation_rstat') #' +#' @noRd ci95_rstat_plot <- function(augsynth, inf_type) { stopifnot(inf_type %in% c('permutation', 'permutation_rstat')) @@ -428,7 +430,7 @@ ci95_rstat_plot <- function(augsynth, inf_type) { ggplot2::geom_line(aes(y = ATT)) + ggplot2::geom_vline(lty = 2, xintercept = treat_year) + ggplot2::geom_hline(lty = 2, yintercept = 0) + - ggplot2::scale_color_manual(values = c('Control' = 'gray', 'Treatment' = 'black')) + + #ggplot2::scale_color_manual(values = c('Control' = 'gray', 'Treatment' = 'black')) + ggplot2::labs(color = NULL, y = 'Estimate') + ggplot2::theme_bw() diff --git a/R/plotting_methods.R b/R/plotting_methods.R index 6f4ef4a..0074f70 100644 --- a/R/plotting_methods.R +++ b/R/plotting_methods.R @@ -30,43 +30,19 @@ #' \item{"permutation"}{`permutation_inf`} #' } #' @param ... Optional arguments -#' @noRd -plot_augsynth_results <- function(augsynth, +plot_augsynth_results <- function( augsynth, cv = FALSE, # ND note — not sure what this does? plot_type = 'estimate', inf_type = NULL, ...) { - if (is.null(inf_type) & !is.null(augsynth$results)) { - inf_type = augsynth$results$inf_type - } else if (is.null(inf_type) & is.null(augsynth$results)) { - # if no inf_type given for a basic (backwards compatible) augsynth object, set inf_type to conformal - inf_type = 'conformal' - } - - # if inf_type is set to "none", then only return a raw treatment estimate or an outcomes plot (treated/synth trajectories) - if ((inf_type %in% c('None', 'none')) & (!grepl('outcomes', plot_type))) { - plot_type = 'estimate only' - } - - # if the user specifies the "placebo" plot type without accompanying inference, default to placebo and show message - if ((plot_type == 'placebo') & (!inf_type %in% c('permutation', 'permutation_rstat'))) { - message('Placebo plots are only available for permutation-based inference. The plot shows results from "inf_type = "permutation""') - return(permutation_plot(augsynth, inf_type = 'permutation')) - } - - if (is.null(inf_type)) { - if (!is.null(augsynth$results)) { - inf_type <- augsynth$results$inf_type - } else { - inf_type <- 'conformal' - } - } + stopifnot(tolower(inf_type) %in% c('conformal', 'jackknife', 'jackknife+', 'permutation', 'permutation_rstat', 'none')) - if (is.null(augsynth$results)) { - augsynth <- add_inference(augsynth, inf_type = inf_type) + # Summarize object if needed. + if ( is.augsynth(augsynth) ) { + augsynth = summary(augsynth, inf_type=inf_type) } - if (cv == T) { + if (cv == TRUE) { errors = data.frame(lambdas = augsynth$lambdas, errors = augsynth$lambda_errors, errors_se = augsynth$lambda_errors_se) @@ -104,11 +80,11 @@ plot_augsynth_results <- function(augsynth, ggplot2::theme_bw() return(p) } else if (plot_type == 'estimate only') { - p <- augsynth_plot_from_results(augsynth, inf_type = 'none') + p <- augsynth_plot_from_results(augsynth, ci = FALSE) } else if (plot_type == 'estimate') { - p <- augsynth_plot_from_results(augsynth, inf_type = inf_type) + p <- augsynth_plot_from_results(augsynth, ci = TRUE) } else if (grepl('placebo', plot_type)) { - p <- permutation_plot(augsynth, inf_type = inf_type) + p <- permutation_plot(augsynth, inf_type = augsynth$inf_type) } else if (plot_type == 'outcomes') { p <- augsynth_outcomes_plot(augsynth, measure = 'synth') } else if (plot_type == 'outcomes raw average') { @@ -124,41 +100,27 @@ plot_augsynth_results <- function(augsynth, #' Plot function for summary function for augsynth #' -#' @param x Summary object +#' @param augsynth Summary object #' @param ... Optional arguments #' #' @noRd augsynth_plot_from_results <- function(augsynth, - plot_type = 'estimate', - inf_type = NULL, ...) { + ci = TRUE, + ...) { - stopifnot(tolower(inf_type) %in% c('conformal', 'jackknife', 'jackknife+', 'permutation', 'permutation_rstat', 'none')) - - if (is.null(inf_type)) { - if (!is.null(augsynth$results)) { - inf_type <- augsynth$results$inf_type - } else { - inf_type <- 'conformal' - } - } - - if (tolower(inf_type) == 'none') { - ci = F + pdat = NA + if ( is.augsynth(augsynth) ) { + pdat <- augsynth$results$att } else { - ci = T + # Summary object + pdat <- augsynth$att } - if (is.null(augsynth$results)) { - augsynth <- add_inference(augsynth, inf_type = inf_type) - } else if (augsynth$results$inf_type != inf_type) { - augsynth <- add_inference(augsynth, inf_type = inf_type) - } - - p <- augsynth$results$att %>% + p <- pdat %>% ggplot2::ggplot(ggplot2::aes(x = Time, y = Estimate)) if (ci) { - if(all(is.na(augsynth$results$att$lower_bound))) { + if(all(is.na(pdat$lower_bound))) { p <- p + ggplot2::geom_ribbon(ggplot2::aes(ymin = Estimate - 2 * Std.Error, ymax = Estimate + 2 * Std.Error), alpha = 0.2) @@ -178,3 +140,58 @@ augsynth_plot_from_results <- function(augsynth, return(p) } + + + + + + + + +#' Plot the original level of the outcome variable for the treated +#' unit and its synthetic counterfactual +#' +#' @param augsynth Augsynth object to be plotted +#' @param measure Whether to plot the synthetic counterfactual or the +#' raw average of donor units. Can list both if desired. +#' +#' @noRd +augsynth_outcomes_plot <- function(augsynth, measure = c("synth", "average")) { + + series = augsynth$treated_table + + all_y = c(series$Yobs, series$Yhat, series$raw_average) + max_y <- max(all_y) + min_y <- min(all_y) + + pt = which( series$tx == 1 )[[1]] + cut_time = (series$time[pt] + series$time[pt + 1]) / 2 + + p <- ggplot2::ggplot( series ) + + ggplot2::geom_line(aes(x = time, y = Yobs, linetype = as.character(augsynth$trt_unit))) + + if ('synth' %in% measure) { + p <- p + + ggplot2::geom_line(aes(x = time, y = Yhat, linetype = 'Synthetic counterfactual')) + } + + if ('average' %in% measure) { + p <- p + + ggplot2::geom_line(aes(x = time, y = raw_average, linetype = 'Donor raw average')) + } + + p <- p + + ggplot2::labs(linetype = NULL, + x = augsynth$time_var, + y = 'Outcome') + + ggplot2::ylim(min_y, max_y) + + ggplot2::theme_bw() + + ggplot2::geom_vline(xintercept = cut_time, linetype = 'dashed') + + ggplot2::theme(legend.position = c(0.75, 0.88), + legend.key = element_rect(fill = alpha("white", 0.5)), + legend.background = element_rect(fill = alpha("white", 0))) + + return(p) +} + + diff --git a/man/plot.summary.augsynth.Rd b/man/plot.summary.augsynth.Rd index 21daed6..b8643bc 100644 --- a/man/plot.summary.augsynth.Rd +++ b/man/plot.summary.augsynth.Rd @@ -4,14 +4,18 @@ \alias{plot.summary.augsynth} \title{Plot function for summary function for augsynth} \usage{ -\method{plot}{summary.augsynth}(x, inf_type = "conformal", ...) +\method{plot}{summary.augsynth}(x, plot_type = "estimate", ...) } \arguments{ -\item{x}{Summary object} +\item{x}{summary.augsynth object} -\item{inf_type}{Type of inference to plot. If left NULL, inherits -from summary object. If different from passed summary's stored -inference, will recalculate inference.} +\item{plot_type}{The stylized plot type to be returned. Options include +\itemize{ + \item{"estimate"}{The ATT and 95\% confidence interval} + \item{"estimate only"}{The ATT without a confidence interval} + \item{"outcomes"}{The level of the outcome variable for the treated and synthetic control units.} + \item{"outcomes raw average"}{The level of the outcome variable for the treated and synthetic control units, along with the raw average of the donor units.} + \item{"placebo"}{The ATTs resulting from placebo tests on the donor units.} }} \item{...}{Optional arguments} } diff --git a/man/plot_augsynth_results.Rd b/man/plot_augsynth_results.Rd new file mode 100644 index 0000000..2787d51 --- /dev/null +++ b/man/plot_augsynth_results.Rd @@ -0,0 +1,42 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/plotting_methods.R +\name{plot_augsynth_results} +\alias{plot_augsynth_results} +\title{Plot function for augsynth or summary.augsynth objects} +\usage{ +plot_augsynth_results( + augsynth, + cv = FALSE, + plot_type = "estimate", + inf_type = NULL, + ... +) +} +\arguments{ +\item{augsynth}{Augsynth or summary.augsynth object to be plotted} + +\item{cv}{If True, plot cross validation MSE against hyper-parameter, otherwise plot effects} + +\item{plot_type}{The stylized plot type to be returned. Options include +\itemize{ + \item{"estimate"}{The ATT and 95\% confidence interval} + \item{"estimate only"}{The ATT without a confidence interval} + \item{"outcomes"}{The level of the outcome variable for the treated and synthetic control units.} + \item{"outcomes raw average"}{The level of the outcome variable for the treated and synthetic control units, along with the raw average of the donor units.} + \item{"placebo"}{The ATTs resulting from placebo tests on the donor units.} }} + +\item{inf_type}{Type of inference algorithm. Inherits inf_type from `object` or otherwise defaults to "conformal". Options are +\itemize{ + \item{"conformal"}{Conformal inference (default)} + \item{"jackknife+"}{Jackknife+ algorithm over time periods} + \item{"jackknife"}{Jackknife over units} + \item{"permutation"}{Placebo permutation, raw ATT} + \item{"permutation_rstat"}{Placebo permutation, RMSPE adjusted ATT} + \item{"None"}{Return ATT Estimate only} +}} + +\item{...}{Optional arguments} +} +\description{ +Plot function for augsynth or summary.augsynth objects +} diff --git a/man/summary.augsynth_class.Rd b/man/summary.augsynth_class.Rd new file mode 100644 index 0000000..ebc852e --- /dev/null +++ b/man/summary.augsynth_class.Rd @@ -0,0 +1,17 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/augsynth.R +\name{is.summary.augsynth} +\alias{is.summary.augsynth} +\title{Methods for accessing details of summary.augsynth object} +\usage{ +is.summary.augsynth(x) +} +\arguments{ +\item{x}{summary.augsynth result object} +} +\value{ +is.summary.augsynth: TRUE if object is a augsynth object. +} +\description{ +Methods for accessing details of summary.augsynth object +} diff --git a/tests/testthat/test-augsynth_plotting.R b/tests/testthat/test-augsynth_plotting.R index 9d75bb0..bb2d021 100644 --- a/tests/testthat/test-augsynth_plotting.R +++ b/tests/testthat/test-augsynth_plotting.R @@ -17,14 +17,26 @@ test_that("generall plotting functions do not crash", { syn + # Testing some of the permutation plotting functions + # (Note ci95 is not really used by core package?) + ci95plot <- augsynth:::ci95_rstat_plot( syn, inf_type = "permutation_rstat" ) + expect_true( is.ggplot( ci95plot ) ) + + tst_plt <- augsynth:::permutation_plot( syn, inf_type = "permutation_rstat" ) + expect_true( is.ggplot( tst_plt ) ) + + sum <- summary( syn, inf_type = "permutation" ) sum + expect_equal( sum$inf_type, "permutation" ) # Check that it will add inference on the fly - auto_add_inf <- augsynth:::augsynth_plot_from_results( syn, inf_type = "permutation_rstat" ) + auto_add_inf <- plot( syn, inf_type = "permutation_rstat" ) + auto_add_inf expect_true( is.ggplot( auto_add_inf ) ) - + plt <- augsynth:::augsynth_outcomes_plot( sum ) + expect_true( is.ggplot( plt ) ) # use testthat to check print.augsynth.summary writes to console expect_output( print( sum ), "Permutation inference" ) @@ -34,24 +46,41 @@ test_that("generall plotting functions do not crash", { p <- plot( sum, plot_type = "estimate" ) p - #expect_equal( p0, p ) - pEO <- plot( syn, plot_type = "estimate only" ) + expect_equal( p0, p ) + + pEO <- plot( sum, plot_type = "estimate only" ) pEO - p <- plot( syn, plot_type = "outcomes" ) - p - p <- plot( syn, plot_type = "outcomes raw average" ) - p - p <- plot( syn, plot_type = "placebo" ) - p - sum$inf_type + pEO1 <- plot( syn, plot_type = "estimate only", inf_type = "permutation" ) + expect_equal( pEO, pEO1 ) + + po <- plot( sum, plot_type = "outcomes" ) + po + po1 = plot( syn, plot_type = "outcomes", inf_type = "permutation" ) + po1 + expect_equal( po, po1 ) + + praw <- plot( sum, plot_type = "outcomes raw average" ) + praw + praw1 <- plot( syn, plot_type = "outcomes raw average", inf_type="permutation" ) + praw1 + expect_equal( praw, praw1 ) + + ppla <- plot( sum, plot_type = "placebo" ) + ppla + ppla1 <- plot( syn, plot_type = "placebo", inf_type="permutation" ) + ppla1 + expect_equal( ppla, ppla1 ) + # These two plots should be the same p2 <- plot( syn ) + p2 expect_true( is.ggplot(p2 ) ) sump <- summary( syn ) p3 <- plot( sump ) + p3 expect_true( is.ggplot( p3 ) ) expect_output( print( sump ), "Conformal inference" ) diff --git a/tests/testthat/test-permutation_inference.R b/tests/testthat/test-permutation_inference.R index c535eed..08494aa 100644 --- a/tests/testthat/test-permutation_inference.R +++ b/tests/testthat/test-permutation_inference.R @@ -31,7 +31,9 @@ test_that( "MDES_table corresponds to default treatment table", { tt <- treated_table(syn) %>% select( sort( names(.))) tt - expect_equal( as.data.frame(tt), as.data.frame(mm) ) + + expect_equal( as.data.frame(tt)[c("ATT","raw_average","Yhat", "tx")], + as.data.frame(mm)[c("ATT","raw_average","Yhat", "tx")] ) syn From f7be966fc0b8af9e23e29c850f48c79651b34314 Mon Sep 17 00:00:00 2001 From: lmiratrix Date: Fri, 7 Jun 2024 09:57:44 -0400 Subject: [PATCH 20/36] Clean up tobacco replication, added a helper function for placebo distribution --- NAMESPACE | 1 + R/augsynth_class.R | 35 +++ man/ci95_rstat_plot.Rd | 16 -- man/placebo_distribution.Rd | 17 ++ tobacco_replication/tobacco_replication.Rmd | 287 ++++++++++--------- tobacco_replication/tobacco_replication.html | 135 ++++----- 6 files changed, 267 insertions(+), 224 deletions(-) delete mode 100644 man/ci95_rstat_plot.Rd create mode 100644 man/placebo_distribution.Rd diff --git a/NAMESPACE b/NAMESPACE index 1743dbd..1439c77 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -38,6 +38,7 @@ export(n_time) export(n_treated) export(n_unit) export(permutation_plot) +export(placebo_distribution) export(rdirichlet_b) export(rmultinom_b) export(rwild_b) diff --git a/R/augsynth_class.R b/R/augsynth_class.R index ba9ed0f..c33872e 100644 --- a/R/augsynth_class.R +++ b/R/augsynth_class.R @@ -211,6 +211,41 @@ RMSPE <- function( augsynth ) { + + +#' Get placebo distribution +#' +#' @param augsynth Augsynth object or summery object with permutation inference of some sort. +#' +#' @return Data frame holding the placebo distribution, one row per placebo unit and time point. +#' +#' @export +placebo_distribution <- function( augsynth ) { + inf_type = NA + if ( is.summary.augsynth(augsynth) ) { + inf_type = augsynth$inf_type + } else if ( is.augsynth(augsynth) ) { + inf_type = augsynth$results$inf_type + } else { + stop( "Object must be an Augsynth object or summary object" ) + } + if ( !is.null( inf_type ) && inf_type %in% c( "permutation", "permutation_rstat" ) ) { + if ( is.augsynth(augsynth) ) { + return( augsynth$results$permutations$placebo_dist ) + } else { + return( augsynth$permutations$placebo_dist ) + } + } else { + stop( "Placebo distribution only available for permutation inference" ) + } +} + + + + + + + #' Return a summary data frame for the treated unit #' #' @param augsynth Augsynth object of interest diff --git a/man/ci95_rstat_plot.Rd b/man/ci95_rstat_plot.Rd deleted file mode 100644 index 3f4a385..0000000 --- a/man/ci95_rstat_plot.Rd +++ /dev/null @@ -1,16 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/permutation.R -\name{ci95_rstat_plot} -\alias{ci95_rstat_plot} -\title{Generate augsynth plot with 95\% CI based on inference preference} -\usage{ -ci95_rstat_plot(augsynth, inf_type) -} -\arguments{ -\item{inf_type}{Inference type (takes a value of 'permutation' or 'permutation_rstat')} - -\item{results}{Results from calling xxx} -} -\description{ -Generate augsynth plot with 95\% CI based on inference preference -} diff --git a/man/placebo_distribution.Rd b/man/placebo_distribution.Rd new file mode 100644 index 0000000..6b6cf85 --- /dev/null +++ b/man/placebo_distribution.Rd @@ -0,0 +1,17 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/augsynth_class.R +\name{placebo_distribution} +\alias{placebo_distribution} +\title{Get placebo distribution} +\usage{ +placebo_distribution(augsynth) +} +\arguments{ +\item{augsynth}{Augsynth object or summery object with permutation inference of some sort.} +} +\value{ +Data frame holding the placebo distribution, one row per placebo unit and time point. +} +\description{ +Get placebo distribution +} diff --git a/tobacco_replication/tobacco_replication.Rmd b/tobacco_replication/tobacco_replication.Rmd index c11eae3..c670f72 100644 --- a/tobacco_replication/tobacco_replication.Rmd +++ b/tobacco_replication/tobacco_replication.Rmd @@ -1,9 +1,9 @@ --- output: rmarkdown::html_vignette vignette: > - %\VignetteIndexEntry{MultiSynth Vignette} - %\VignetteEngine{knitr::rmarkdown} - %\VignetteEncoding{UTF-8} + %\VignetteIndexEntry{MultiSynth Vignette} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} title: "Permutation inference for the `augsynth` package" subtitle: Replicating Abadie et al. (2010) editor_options: @@ -13,12 +13,12 @@ editor_options: ```{r setup, include = FALSE} knitr::opts_chunk$set( - collapse = FALSE, - message = FALSE, - warning = FALSE, - fig.align = 'center', - comment = "#>" - ) + collapse = FALSE, + message = FALSE, + warning = FALSE, + fig.align = 'center', + comment = "#>" +) ## Install Synth if not already installed # install.packages("Synth") @@ -30,7 +30,7 @@ library(ggplot2) library(reshape2) library(tidyr) library(rlang) - + library(foreign) library(graphics) library(Synth) @@ -39,11 +39,11 @@ data(kansas) ## For the Abadie plots replication_theme <- theme_bw(base_family = "Times New Roman") + - theme(panel.grid = element_blank(), - legend.background = element_rect(color = 'black'), - legend.spacing.y = unit(0.0, 'pt'), - legend.box.margin = margin(t = 5, r = 5, unit = 'pt'), - legend.position = c(0.81, 0.9)) + theme(panel.grid = element_blank(), + legend.background = element_rect(color = 'black'), + legend.spacing.y = unit(0.0, 'pt'), + legend.box.margin = margin(t = 5, r = 5, unit = 'pt'), + legend.position = c(0.81, 0.9)) set.seed(1234) ``` @@ -59,18 +59,18 @@ This project currently lives on the [n-delaney/augsynth_permutation](https://git * Add the option to include inference in `augsynth` objects (in addition to summary objects). Inference details are stored in `augsynth$results`. * Extend the inference options available for `augsynth` objects with a single treated unit. Additional options now include placebo-based inference through `inf_type = permutation` and `inf_type = permutation_rstat` (RMSPE-adjusted placebo tests). * Modify `summary.augsynth()` - * If an `augsynth` does not already have inference results, `summary.augsynth()` will calculate them. - * It's also possible to use `summary.augsynth()` to re-do inference on an existing model with different characteristics (for example, switching from the default of "conformal" to "permutation" inference). - * Moves inference calculations from `summary.augsynth()` to `add_inference()`, a function that handles inference calculations, whether executed as part of `augsynth()` or `summary.augsynth()` +* If an `augsynth` does not already have inference results, `summary.augsynth()` will calculate them. +* It's also possible to use `summary.augsynth()` to re-do inference on an existing model with different characteristics (for example, switching from the default of "conformal" to "permutation" inference). +* Moves inference calculations from `summary.augsynth()` to `add_inference()`, a function that handles inference calculations, whether executed as part of `augsynth()` or `summary.augsynth()` * Add flexibility to `plot.augsynth()` - * Allow users to choose from or update inference types for a given `augsynth` model (ex. comparing plots using conformal and placebo inference). - * Allow users to select from a number of stylized plots using the `plot_type` argument (the default is the ATT estimate and 95% confidence intervavl): - * "estimate" — The ATT and 95% confidence interval - * "estimate only" — The ATT without a confidence interval - * "outcomes" — The level of the outcome variable for the treated and synthetic control units. - * "outcomes raw average" — The level of the outcome variable for the treated and synthetic control units, along with the raw average of the donor units. - * "placebo" — The ATTs resulting from placebo tests on the donor units. - * `plot.summary.augsynth()` should still be backwards compatible but no longer handles most of the plotting. +* Allow users to choose from or update inference types for a given `augsynth` model (ex. comparing plots using conformal and placebo inference). +* Allow users to select from a number of stylized plots using the `plot_type` argument (the default is the ATT estimate and 95% confidence intervavl): +* "estimate" — The ATT and 95% confidence interval +* "estimate only" — The ATT without a confidence interval +* "outcomes" — The level of the outcome variable for the treated and synthetic control units. +* "outcomes raw average" — The level of the outcome variable for the treated and synthetic control units, along with the raw average of the donor units. +* "placebo" — The ATTs resulting from placebo tests on the donor units. +* `plot.summary.augsynth()` should still be backwards compatible but no longer handles most of the plotting. # Replication @@ -93,71 +93,71 @@ RestUS.38 <- read.dta(here::here("./tobacco_replication/data/restofus_38.dta")) ### Run Baseline Model dataprep.out <- dataprep( - foo = Wk.data, - predictors = c("retprice", "xxincome", "K1_r_15_24"), - predictors.op = c("mean"), - dependent = c('cigsalepcap'), - unit.variable = c('index'), - time.variable = c('year'), - special.predictors = list(list("xxbeer", 1984:1988, c("mean")), - list("cigsalepcap", 1988, c("mean")), - list("cigsalepcap", 1980, c("mean")), - list("cigsalepcap", 1975, c("mean")) - ), - treatment.identifier = 3, - controls.identifier = c(1:39)[-3], - time.predictors.prior = 1980:1988, - time.optimize.ssr = 1970:1988, - unit.names.variable = c('name'), - time.plot = 1970:2005 - ) + foo = Wk.data, + predictors = c("retprice", "xxincome", "K1_r_15_24"), + predictors.op = c("mean"), + dependent = c('cigsalepcap'), + unit.variable = c('index'), + time.variable = c('year'), + special.predictors = list(list("xxbeer", 1984:1988, c("mean")), + list("cigsalepcap", 1988, c("mean")), + list("cigsalepcap", 1980, c("mean")), + list("cigsalepcap", 1975, c("mean")) + ), + treatment.identifier = 3, + controls.identifier = c(1:39)[-3], + time.predictors.prior = 1980:1988, + time.optimize.ssr = 1970:1988, + unit.names.variable = c('name'), + time.plot = 1970:2005 +) ### run synth synth.out <- synth( - dataprep.out, - Pop.size = 300, - Max.generations = 1, - Unif.seed = 356987, - Int.seed = 627478, - Optim.method = "BFGS", - L.ipop = 0, - Maxiter.ipop = 1e10, - Margin.ipop = 0.05, - Sigf.ipop = 8, - genoud = T - ) + dataprep.out, + Pop.size = 300, + Max.generations = 1, + Unif.seed = 356987, + Int.seed = 627478, + Optim.method = "BFGS", + L.ipop = 0, + Maxiter.ipop = 1e10, + Margin.ipop = 0.05, + Sigf.ipop = 8, + genoud = T +) ``` ```{r Abadie Figure 2, echo=FALSE, include=FALSE, fig.height=4, fig.width=4.6} f2_plot_df <- cbind(rownames(dataprep.out$Y1plot), - dataprep.out$Y1plot, - dataprep.out$Y0plot %*% synth.out$solution.w) %>% - as_tibble() %>% - mutate_all(as.numeric) + dataprep.out$Y1plot, + dataprep.out$Y0plot %*% synth.out$solution.w) %>% + as_tibble() %>% + mutate_all(as.numeric) colnames(f2_plot_df) <- c('year', 'California', 'Synthetic California') f2_plot_df <- f2_plot_df %>% - reshape2::melt(id.vars = 'year', - variable.name = 'treat_group', - value.name = 'per_cap_cigs') + reshape2::melt(id.vars = 'year', + variable.name = 'treat_group', + value.name = 'per_cap_cigs') path_plot <- ggplot(f2_plot_df, aes(x = year, y = per_cap_cigs, linetype = treat_group)) + - geom_line() + - geom_vline(linetype = 'dotted', xintercept = 1988) + - scale_linetype_manual(values = c('solid', 'dashed'), - breaks = c("California", "Synthetic California")) + - scale_y_continuous(breaks = seq(0, 141, 20), limits = c(0, 140)) + - scale_x_continuous(breaks = seq(1970, 2005, 5), limits = c(1970, 2005)) + - labs(linetype = NULL, - title = 'Abadie et al. (2010), Figure 2', - y = 'per-capita cigarette sales (in packs)') + - annotate('text', y = 41, x = 1987.5, label = 'Passage of Proposition 99 \u2192', - hjust = 1, color = 'black', size = 3, family = "Times New Roman") + - annotate('text', y = 0, x = 1970, label = 'ND replication: Synth package', - hjust = 0, color = 'darkseagreen', size = 3) + - replication_theme + geom_line() + + geom_vline(linetype = 'dotted', xintercept = 1988) + + scale_linetype_manual(values = c('solid', 'dashed'), + breaks = c("California", "Synthetic California")) + + scale_y_continuous(breaks = seq(0, 141, 20), limits = c(0, 140)) + + scale_x_continuous(breaks = seq(1970, 2005, 5), limits = c(1970, 2005)) + + labs(linetype = NULL, + title = 'Abadie et al. (2010), Figure 2', + y = 'per-capita cigarette sales (in packs)') + + annotate('text', y = 41, x = 1987.5, label = 'Passage of Proposition 99 \u2192', + hjust = 1, color = 'black', size = 3, family = "Times New Roman") + + annotate('text', y = 0, x = 1970, label = 'ND replication: Synth package', + hjust = 0, color = 'darkseagreen', size = 3) + + replication_theme path_plot ``` @@ -170,19 +170,19 @@ plot_df <- cbind(gap, year) %>% as_tibble() colnames(plot_df) <- c('gap', 'year') gap_plot <- ggplot(plot_df, aes(x = year, y = gap)) + - geom_line() + - geom_vline(linetype = 'dotted', xintercept = 1988) + - geom_hline(linetype = 'dashed', yintercept = 0) + - scale_y_continuous(breaks = seq(-30, 30, 10), limits = c(-30, 30)) + - scale_x_continuous(breaks = seq(1970, 2005, 5), limits = c(1970, 2005)) + - labs(linetype = NULL, - title = 'Abadie et al. (2010), Figure 3', - y = 'gap in per-capita cigarette sales (in packs)') + - annotate('text', y = -25, x = 1987.5, label = 'Passage of Proposition 99 \u2192', - hjust = 1, color = 'black', size = 3, family = "Times New Roman") + - annotate('text', y = -30, x = 1970, label = 'ND replication: Synth package', - hjust = 0, color = 'darkseagreen', size = 3) + - replication_theme + geom_line() + + geom_vline(linetype = 'dotted', xintercept = 1988) + + geom_hline(linetype = 'dashed', yintercept = 0) + + scale_y_continuous(breaks = seq(-30, 30, 10), limits = c(-30, 30)) + + scale_x_continuous(breaks = seq(1970, 2005, 5), limits = c(1970, 2005)) + + labs(linetype = NULL, + title = 'Abadie et al. (2010), Figure 3', + y = 'gap in per-capita cigarette sales (in packs)') + + annotate('text', y = -25, x = 1987.5, label = 'Passage of Proposition 99 \u2192', + hjust = 1, color = 'black', size = 3, family = "Times New Roman") + + annotate('text', y = -30, x = 1970, label = 'ND replication: Synth package', + hjust = 0, color = 'darkseagreen', size = 3) + + replication_theme gap_plot ``` @@ -195,29 +195,34 @@ All inference results, similar to those previously returned by `summmary.augsynt ```{r reformat tobacco data using tidyverse, echo=FALSE} tobacco <- Wk.data %>% - mutate(treated = ifelse((name == 'California') & - (year > 1988), 1, 0), - state = name, # rename something meaningful - state_index = index) %>% - select(cigsalepcap, treated, state, year, retprice, xxincome, K1_r_15_24, xxbeer) + mutate(treated = ifelse((name == 'California') & + (year > 1988), 1, 0), + state = name, # rename something meaningful + state_index = index) %>% + select(cigsalepcap, treated, state, year, retprice, xxincome, K1_r_15_24, xxbeer) tobacco_70 <- tobacco %>% filter(year >= 1970) # subset data to 1970 forward to avoid issues due to missingess of outcomes ``` +Note that if we use `progfunc = "none"` and `scm = TRUE` then the results deviate more strongly from the tobacco paper, but if we allow augsynth to do its default bias removal, we more closely replicate the paper: + ```{r run tobacco model using augsynth} # Basic SCM with covariates syn <- augsynth(form = cigsalepcap ~ treated | retprice + xxincome + K1_r_15_24, - unit = state, - time = year, - data = tobacco_70) + unit = state, + time = year, + data = tobacco_70 + #progfunc = "none", scm=TRUE + ) # Basic SCM with inference added during model execution syn_rstat <- augsynth(form = cigsalepcap ~ treated | retprice + xxincome + K1_r_15_24, - unit = state, - time = year, - data = tobacco_70, - inf_type = 'permutation_rstat' # "conformal", "jackknife", "jackknife+", "permutation" - ) + unit = state, + time = year, + data = tobacco_70, + inf_type = 'permutation_rstat' # "conformal", "jackknife", "jackknife+", "permutation", + #progfunc = "none", scm = TRUE +) ``` @@ -234,29 +239,29 @@ all_results <- bind_rows(Conformal = summary(syn, inf_type = 'conformal')$att, Permutation = summary(syn, inf_type = 'permutation')$att, `Permutation (rstat)` = summary(syn, inf_type = 'permutation_rstat')$att, .id = 'name') %>% - mutate(name = factor(name, - levels = c('Conformal', 'Jackknife', 'Jackknife+', "Permutation", "Permutation (rstat)"), - ordered = T)) + mutate(name = factor(name, + levels = c('Conformal', 'Jackknife', 'Jackknife+', "Permutation", "Permutation (rstat)"), + ordered = T)) ggplot(all_results, aes(x = Time, y = Estimate, color = name)) + - geom_hline(yintercept = 0, linetype = 'solid') + - geom_vline(xintercept = syn$t_int, linetype = 'dashed') + - geom_line() + - geom_ribbon(aes(ymin = lower_bound, ymax = upper_bound, fill = name), alpha = 0.2, size = 0.1) + - facet_wrap(. ~ name) + - scale_x_continuous(breaks = seq(1970, 2010, 5)) + - labs(x = 'Year', y = 'Gap in per-capita cigarette sales\n(in packs)', - caption = 'ND replication: augsynth package') + - scale_color_manual(values = c('red', 'blue', 'darkgreen', 'purple', 'orange'), - guide = 'none', aesthetics = c('color', 'fill')) + - theme_bw() + - theme(plot.caption = element_text(hjust = 0, color = 'darkseagreen', size = 9)) + geom_hline(yintercept = 0, linetype = 'solid') + + geom_vline(xintercept = syn$t_int, linetype = 'dashed') + + geom_line() + + geom_ribbon(aes(ymin = lower_bound, ymax = upper_bound, fill = name), alpha = 0.2, size = 0.1) + + facet_wrap(. ~ name) + + scale_x_continuous(breaks = seq(1970, 2010, 5)) + + labs(x = 'Year', y = 'Gap in per-capita cigarette sales\n(in packs)', + caption = 'ND replication: augsynth package') + + scale_color_manual(values = c('red', 'blue', 'darkgreen', 'purple', 'orange'), + guide = 'none', aesthetics = c('color', 'fill')) + + theme_bw() + + theme(plot.caption = element_text(hjust = 0, color = 'darkseagreen', size = 9)) ``` If an `augsynth` already has inference details stored in `augsynth$results` and an inference type is not specified, the summary method will return the existing inference. Otherwise, the summary will default to using conformal inference (`inf_type = 'conformal'`) -```{r} +```{r, cache=TRUE} summary(syn_rstat)$inf_type summary(syn)$inf_type summary(syn, inf_type = 'jackknife')$inf_type @@ -264,17 +269,17 @@ summary(syn, inf_type = 'jackknife')$inf_type In addition to using `summary()`, a user can update or replace the inference type of an augsynth model using `add_inference()`. -```{r} +```{r add_inference demo, cache=TRUE} syn_new <- add_inference(syn, inf_type = 'jackknife') syn_new$results %>% attributes() ``` ### Permutation inference -Adding permutation inference (via `inf_type = "permutation"` or `inf_type = "permutation_rstat"`) will return information about the 95% confidence interval, as well as other data generated from the raw placebo tests. Placebo results are stored in `augsynth$results$permutations` +Adding permutation inference (via `inf_type = "permutation"` or `inf_type = "permutation_rstat"`) will return information about the 95% confidence interval, as well as other data generated from the raw placebo tests. Placebo results can be gotten via the `placebo_distribution()` method: -```{r} -syn_rstat$results$permutations$placebo_dist +```{r show_perm_inference} +placebo_distribution( syn_rstat ) ``` @@ -294,7 +299,7 @@ Setting `plot_type = "placebo"` with inference types of `permutation` or `permut plot(syn, plot_type = 'placebo', inf_type = 'permutation', - ) + ggtitle("Replication of Abadie et al. (2010), Figure 4") +) + ggtitle("Replication of Abadie et al. (2010), Figure 4") ``` @@ -309,11 +314,11 @@ p -If an outcomes plot is desired, the user can call `plot(plot_type = 'outcomes')` on an `augsynth` object. The same result can be achieved using the `augsynth_outcomes_plot()` function. +If an outcomes plot is desired, the user can call `plot(plot_type = 'outcomes')` on an `augsynth` object. ```{r fig.width=4.5, fig.height=4} p <- plot(syn_rstat, plot_type = 'outcomes') + - ggtitle("Replication of Abadie et al. (2010), Figure 2") + ggtitle("Replication of Abadie et al. (2010), Figure 2") ``` ```{r Format figures 2 comparison, echo=FALSE, fig.show="hold", fig.align='default', fig.height=4, fig.width=4.6} @@ -321,10 +326,10 @@ path_plot p ``` -By default, `augsynth_outcomes_plot()` and `plot(augsynth, plot_type = 'outcomes')` will return both the raw average of donor units and the synthetic counterfactual. +Alternatively, `plot(augsynth, plot_type = 'outcomes raw average')` will return both the raw average of donor units and the synthetic counterfactual. ```{r Outcomes plot with average, echo=TRUE, fig.show="hold", fig.align='default', fig.height=4, fig.width=4.6} -augsynth_outcomes_plot(syn_rstat) +plot(syn_rstat, plot_type="outcomes raw average") ``` ### Examining donor units and RMSPE @@ -333,7 +338,7 @@ The `donor_table()` function will return a summary dataframe with the RMSPE and ```{r} donor_table(syn) %>% - arrange( -synth_weight ) + arrange( -abs(weight) ) ``` @@ -347,20 +352,20 @@ Updated augsynth models inherit the inference type, formula, and data structure ```{r Figures 6 and 7, echo=TRUE, eval=TRUE, fig.show="hold", fig.align='default', fig.height=4.5, fig.width=4.6} update_augsynth(syn) %>% # drops units with >20x treated RMSPE by default - plot(plot_type = 'placebo', inf_type = 'permutation') + - ggtitle("Replication of Abadie et al. (2010), Figure 5") + ylim(-51, 91) + - annotate('text', y = -48, x = 1970, label = "Removes donors with 20x California's pre-treatment RMSPE", - hjust = 0, color = 'darkseagreen', size = 3) + plot(plot_type = 'placebo', inf_type = 'permutation') + + ggtitle("Replication of Abadie et al. (2010), Figure 5") + ylim(-51, 91) + + annotate('text', y = -48, x = 1970, label = "Removes donors with 20x California's pre-treatment RMSPE", + hjust = 0, color = 'darkseagreen', size = 3) update_augsynth(syn, drop = 5) %>% - plot(plot_type = 'placebo', inf_type = 'permutation') + - ggtitle("Replication of Abadie et al. (2010), Figure 6") + ylim(-51, 91) + - annotate('text', y = -48, x = 1970, label = "Removes donors with 5x California's pre-treatment RMSPE", - hjust = 0, color = 'darkseagreen', size = 3) + plot(plot_type = 'placebo', inf_type = 'permutation') + + ggtitle("Replication of Abadie et al. (2010), Figure 6") + ylim(-51, 91) + + annotate('text', y = -48, x = 1970, label = "Removes donors with 5x California's pre-treatment RMSPE", + hjust = 0, color = 'darkseagreen', size = 3) update_augsynth(syn, drop = 2) %>% - plot(plot_type = 'placebo', inf_type = 'permutation') + - ggtitle("Replication of Abadie et al. (2010), Figure 7") + ylim(-51, 91) + - annotate('text', y = -48, x = 1970, label = "Removes donors with 2x California's pre-treatment RMSPE", - hjust = 0, color = 'darkseagreen', size = 3) + plot(plot_type = 'placebo', inf_type = 'permutation') + + ggtitle("Replication of Abadie et al. (2010), Figure 7") + ylim(-51, 91) + + annotate('text', y = -48, x = 1970, label = "Removes donors with 2x California's pre-treatment RMSPE", + hjust = 0, color = 'darkseagreen', size = 3) ``` The names of units to be excluded can be passed in directly as characters using `drop`. diff --git a/tobacco_replication/tobacco_replication.html b/tobacco_replication/tobacco_replication.html index 2e77410..ba58105 100644 --- a/tobacco_replication/tobacco_replication.html +++ b/tobacco_replication/tobacco_replication.html @@ -49,7 +49,7 @@ + + + + + + - - + + + + + - + + + + + + + + @@ -334,277 +341,285 @@ +

    + -

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