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diff --git a/_quarto.yml b/_quarto.yml
@@ -28,40 +28,40 @@ book:
   repo-actions: [edit, issue]
   chapters:
     - index.qmd
-    
+
     - part: Asking Causal Questions
-      chapters: 
+      chapters:
       - chapters/01-casual-to-causal.qmd
       - chapters/02-whole-game.qmd
       - chapters/03-counterfactuals.qmd
       - chapters/04-target-trials-std-methods.qmd
       - chapters/05-dags.qmd
       - chapters/06-not-just-a-stats-problem.qmd
-      
-    - part: The Design Phase 
-      chapters: 
+
+    - part: The Design Phase
+      chapters:
       - chapters/07-prep-data.qmd
-      - chapters/08-building-ps-models.qmd
-      - chapters/09-using-ps.qmd
-      - chapters/10-evaluating-ps.qmd
-      
-    - part: Estimating Causal Effects 
-      chapters: 
-      - chapters/11-estimands.qmd
-      - chapters/12-outcome-model.qmd
-      - chapters/13-continuous-exposures.qmd
-      - chapters/14-categorical-exposures.qmd
-      - chapters/15-g-comp.qmd
-      - chapters/16-interaction.qmd
-      - chapters/17-missingness-and-measurement.qmd
-      - chapters/18-longitudinal.qmd
-      - chapters/19-survival.qmd
-      - chapters/20-mediation.qmd
-      - chapters/21-sensitivity.qmd
-      - chapters/22-machine-learning.qmd
-      - chapters/23-iv-and-friends.qmd
+      - chapters/08-propensity-scores.qmd
+      - chapters/09-evaluating-ps.qmd
+
+    - part: Estimating Causal Effects
+      chapters:
+      - chapters/10-estimands.qmd
+      - chapters/11-outcome-model.qmd
+      - chapters/12-other-exposures.qmd
+      - chapters/13-g-comp.qmd
+      - chapters/14-interaction.qmd
+      - chapters/15-missingness-and-measurement.qmd
+      - chapters/16-mediation.qmd
+      - chapters/17-longitudinal.qmd
+      - chapters/18-time-to-event.qmd
+      - chapters/19-sensitivity.qmd
+      - chapters/20-doubly-robust.qmd
+      - chapters/21-machine-learning.qmd
+      - chapters/22-iv-and-friends.qmd
+      - chapters/23-diff-in-diff.qmd
       - chapters/24-evidence.qmd
-      
+
     - chapters/99-references.qmd
   appendices: 
     - appendices/A-bootstrap.qmd

diff --git a/chapters/10-evaluating-ps.qmd → chapters/09-evaluating-ps.qmd b/chapters/10-evaluating-ps.qmd → chapters/09-evaluating-ps.qmd
diff --git a/chapters/11-estimands.qmd → chapters/10-estimands.qmd b/chapters/11-estimands.qmd → chapters/10-estimands.qmd
diff --git a/chapters/11-estimands_cache/html/__packages → chapters/10-estimands_cache/html/__packages b/chapters/11-estimands_cache/html/__packages → chapters/10-estimands_cache/html/__packages
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diff --git a/chapters/12-outcome-model.qmd → chapters/11-outcome-model.qmd b/chapters/12-outcome-model.qmd → chapters/11-outcome-model.qmd
diff --git a/chapters/13-other-exposures.qmd → chapters/12-other-exposures.qmd b/chapters/13-other-exposures.qmd → chapters/12-other-exposures.qmd
diff --git a/chapters/15-g-comp.qmd → chapters/13-g-comp.qmd b/chapters/15-g-comp.qmd → chapters/13-g-comp.qmd
diff --git a/chapters/14-categorical-exposures.qmd b/chapters/14-categorical-exposures.qmd
diff --git a/chapters/16-interaction.qmd → chapters/14-interaction.qmd b/chapters/16-interaction.qmd → chapters/14-interaction.qmd
diff --git a/chapters/17-missingness-and-measurement.qmd → chapters/15-missingness-and-measurement.qmd b/chapters/17-missingness-and-measurement.qmd → chapters/15-missingness-and-measurement.qmd
diff --git a/chapters/18-mediation.qmd → chapters/16-mediation.qmd b/chapters/18-mediation.qmd → chapters/16-mediation.qmd
diff --git a/chapters/19-longitudinal.qmd → chapters/17-longitudinal.qmd b/chapters/19-longitudinal.qmd → chapters/17-longitudinal.qmd
diff --git a/chapters/20-survival.qmd → chapters/18-time-to-event.qmd b/chapters/20-survival.qmd → chapters/18-time-to-event.qmd
@@ -1,4 +1,4 @@
-# Causal survival analysis {#sec-survival}
+# Causal time-to-event models {#sec-survival}
 
 {{< include 00-setup.qmd >}}
 
@@ -8,12 +8,12 @@
 status("unstarted")
 ```
 
-## Preparing data for survival analysis
+## Preparing data for time-to-event analysis
 
 ```{r}
 rnorm(5)
 ```
 
 ## Pooled logistic regression
 
-## Confidence intervals for causal survival models
+## Confidence intervals for causal time-to-event models
diff --git a/chapters/21-sensitivity.qmd → chapters/19-sensitivity.qmd b/chapters/21-sensitivity.qmd → chapters/19-sensitivity.qmd
diff --git a/chapters/22-doubly-robust.qmd → chapters/20-doubly-robust.qmd b/chapters/22-doubly-robust.qmd → chapters/20-doubly-robust.qmd
diff --git a/chapters/22-machine-learning.qmd → chapters/21-machine-learning.qmd b/chapters/22-machine-learning.qmd → chapters/21-machine-learning.qmd
diff --git a/chapters/23-iv-and-friends.qmd → chapters/22-iv-and-friends.qmd b/chapters/23-iv-and-friends.qmd → chapters/22-iv-and-friends.qmd