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diff --git a/data/fig1.dta b/data/fig1.dta
diff --git a/data/fig2.dta b/data/fig2.dta
diff --git a/data/fig3.dta b/data/fig3.dta
diff --git a/data/nhefs-formatted.dta b/data/nhefs-formatted.dta
diff --git a/data/nhefs-highprice.dta b/data/nhefs-highprice.dta
diff --git a/data/nhefs-ps.dta b/data/nhefs-ps.dta
diff --git a/data/nhefs-wcens.dta b/data/nhefs-wcens.dta
diff --git a/data/nhefs_std.dta b/data/nhefs_std.dta
diff --git a/data/nhefs_std1.dta b/data/nhefs_std1.dta
diff --git a/data/nhefs_std2.dta b/data/nhefs_std2.dta
diff --git a/data/nhefs_surv.dta b/data/nhefs_surv.dta
diff --git a/data/observe.mmat b/data/observe.mmat
diff --git a/docs/13-stand-gformula-r.md b/docs/13-stand-gformula-r.md
@@ -344,14 +344,14 @@ bootstrap <-
     ul
   ))
 bootstrap
-#>                         V1             mean                se               ll
-#> 1                 Observed 2.56188497106099 0.176543351188872 2.21586636102079
-#> 2             No Treatment 1.65212306626744 0.109033982647987 1.43842038718642
-#> 3                Treatment 5.11474489549336 0.341635025731429 4.44515254920234
-#> 4 Treatment - No Treatment 3.46262182922592 0.249704533826002 2.97320993615059
+#>                         V1             mean                 se               ll
+#> 1                 Observed 2.56188497106099 0.0644203681453894 2.43562336962521
+#> 2             No Treatment 1.65212306626744 0.0815280937014382 1.49233093888441
+#> 3                Treatment 5.11474489549336  0.395339688587849 4.33989334420189
+#> 4 Treatment - No Treatment 3.46262182922592   0.42570598419655  2.6282534321975
 #>                 ul
-#> 1 2.90790358110118
-#> 2 1.86582574534846
-#> 3 5.78433724178437
-#> 4 3.95203372230125
+#> 1 2.68814657249676
+#> 2 1.81191519365046
+#> 3 5.88959644678482
+#> 4 4.29699022625433
 ```
diff --git a/docs/15-prop-scores-r.md b/docs/15-prop-scores-r.md
@@ -734,15 +734,15 @@ bootstrap <- data.frame(cbind(c("Observed", "No Treatment", "Treatment",
                                 "Treatment - No Treatment"), mean, se, ll, ul))
 bootstrap
 #>                         V1             mean                se               ll
-#> 1                 Observed 2.63384609228479  0.22050900515243 2.20165638391927
-#> 2             No Treatment 1.71983636149845 0.153043717988143 1.41987618618159
-#> 3                Treatment 5.35072300362985  0.56340798167082 4.24646365095264
-#> 4 Treatment - No Treatment  3.6308866421314 0.470096579419774 2.70951427721317
+#> 1                 Observed 2.63384609228479 0.271451582820604 2.10181076641002
+#> 2             No Treatment 1.71983636149845 0.214947702856551    1.29854660534
+#> 3                Treatment 5.35072300362985 0.611890351683222 4.15143995184319
+#> 4 Treatment - No Treatment  3.6308866421314  0.54003986612722 2.57242795430622
 #>                 ul
-#> 1 3.06603580065031
-#> 2 2.01979653681532
-#> 3 6.45498235630706
-#> 4 4.55225900704963
+#> 1 3.16588141815957
+#> 2 2.14112611765691
+#> 3 6.55000605541652
+#> 4 4.68934532995658
 ```
 
 
@@ -835,7 +835,7 @@ for(i in 1:nboot) {
   }
 }
 #> 95% CI for the causal mean difference
-#> 2.651237 , 4.46362
+#> 2.507543 , 4.455503
 ```
 
 A more flexible and elegant way to do this is to write a function to perform the model fitting, prediction, bootstrapping, and reporting all at once.
diff --git a/docs/17-causal-surv-stata.md b/docs/17-causal-surv-stata.md
@@ -620,15 +620,15 @@ psurv1          float   %9.0g                 psurv, interv == Duplicated observ
  26. drop if newseqn != 1  /* only need one pair */
  27.         
 
-r; t=0.00 14:43:06
+r; t=0.00 10:56:23
 
       Command: bootipw_surv
        PrY_a0: r(boot_0)
        PrY_a1: r(boot_1)
    difference: r(boot_diff)
 
 Simulations (10): .........10 done
-r; t=21.89 14:43:28
+r; t=19.24 10:56:42
 
 
 
@@ -855,7 +855,7 @@ meanS_t1        float   %9.0g                 meanS_t, interv == Duplicated
                                                 observation
 
 
-file /Users/tom/Documents/GitHub/cibookex-r/figs/stata-fig-17-4.png saved as PNG
+file /Users/eptmp/Documents/GitHub/cibookex-r/figs/stata-fig-17-4.png saved as PNG
     format
 
 (3,132 observations deleted)
@@ -866,15 +866,15 @@ file /Users/tom/Documents/GitHub/cibookex-r/figs/stata-fig-17-4.png saved as PNG
   5. drop if time != 0       
   6. /*only predict on new version of data */
 
-r; t=0.00 14:43:36
+r; t=0.00 10:56:50
 
       Command: bootstdz_surv
        PrY_a0: r(boot_0)
        PrY_a1: r(boot_1)
    difference: r(boot_diff)
 
 Simulations (10): .........10 done
-r; t=24.54 14:44:01
+r; t=23.06 10:57:13
 
 
 

diff --git a/docs/18-session-info-r.md b/docs/18-session-info-r.md
@@ -10,31 +10,31 @@ sessioninfo::session_info()
 #> ─ Session info ───────────────────────────────────────────────────────────────
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-#>  date     2024-03-02
-#>  pandoc   3.1.12.1 @ /opt/homebrew/bin/ (via rmarkdown)
+#>  date     2024-03-13
+#>  pandoc   3.1.12.2 @ /opt/homebrew/bin/ (via rmarkdown)
 #> 
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-#>  htmltools     0.5.7   2023-11-03 [1] CRAN (R 4.3.2)
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diff --git a/docs/18-session-info-stata.md b/docs/18-session-info-stata.md
@@ -17,7 +17,7 @@ Stata/MP 18.0 for Mac (Apple Silicon)
 Revision 14 Feb 2024
 Copyright 1985-2023 StataCorp LLC
 
-Total physical memory: 8.01 GB
+Total physical memory: 18.00 GB
 
 Stata license: Unlimited-user 2-core network, expiring 29 Jan 2025
 Serial number: 501809305331
@@ -32,32 +32,32 @@ sessioninfo::session_info()
 #> ─ Session info ───────────────────────────────────────────────────────────────
 #>  setting  value
 #>  version  R version 4.3.3 (2024-02-29)
-#>  os       macOS Sonoma 14.3.1
+#>  os       macOS Sonoma 14.4
 #>  system   aarch64, darwin20
 #>  ui       X11
 #>  language (EN)
 #>  collate  en_US.UTF-8
 #>  ctype    en_US.UTF-8
 #>  tz       Europe/London
-#>  date     2024-03-02
-#>  pandoc   3.1.12.1 @ /opt/homebrew/bin/ (via rmarkdown)
+#>  date     2024-03-13
+#>  pandoc   3.1.12.2 @ /opt/homebrew/bin/ (via rmarkdown)
 #> 
 #> ─ Packages ───────────────────────────────────────────────────────────────────
 #>  package       * version date (UTC) lib source
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-#>  cli             3.6.2   2023-12-11 [1] CRAN (R 4.3.2)
-#>  digest          0.6.34  2024-01-11 [1] CRAN (R 4.3.2)
+#>  bookdown        0.38    2024-03-04 [1] CRAN (R 4.3.1)
+#>  cli             3.6.2   2023-12-11 [1] CRAN (R 4.3.1)
+#>  digest          0.6.35  2024-03-11 [1] CRAN (R 4.3.3)
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-#>  htmltools       0.5.7   2023-11-03 [1] CRAN (R 4.3.2)
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-#>  rstudioapi      0.15.0  2023-07-07 [1] CRAN (R 4.3.1)
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+#>  rmarkdown       2.26    2024-03-05 [1] CRAN (R 4.3.1)
+#>  rstudioapi      0.15.0  2023-07-07 [1] CRAN (R 4.3.0)
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-#>  yaml            2.3.8   2023-12-11 [1] CRAN (R 4.3.2)
+#>  xfun            0.42    2024-02-08 [1] CRAN (R 4.3.1)
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 #> 
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diff --git a/docs/404.html b/docs/404.html
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@@ -26,7 +26,7 @@
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+<meta name="date" content="2024-03-13" />
 
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diff --git a/docs/causal-survival-analysis-stata.html b/docs/causal-survival-analysis-stata.html
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   <title>17. Causal survival analysis: Stata | Causal Inference: What If. R and Stata code for Exercises</title>
   <meta name="description" content="Code examples from Causal Inference: What If by M. A. Hernán and J. M. Robins https://www.hsph.harvard.edu/miguel-hernan/causal-inference-book/" />
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@@ -907,15 +907,15 @@ <h2>Program 17.3<a href="causal-survival-analysis-stata.html#program-17.3-1" cla
  26. drop if newseqn != 1  /* only need one pair */
  27.         
 
-r; t=0.00 14:38:24
+r; t=0.00 10:52:04
 
       Command: bootipw_surv
        PrY_a0: r(boot_0)
        PrY_a1: r(boot_1)
    difference: r(boot_diff)
 
 Simulations (10): .........10 done
-r; t=22.02 14:38:46
+r; t=18.98 10:52:23
 
 
 
@@ -1136,7 +1136,7 @@ <h2>Program 17.4<a href="causal-survival-analysis-stata.html#program-17.4-1" cla
                                                 observation
 
 
-file /Users/tom/Documents/GitHub/cibookex-r/figs/stata-fig-17-4.png saved as PNG
+file /Users/eptmp/Documents/GitHub/cibookex-r/figs/stata-fig-17-4.png saved as PNG
     format
 
 (3,132 observations deleted)
@@ -1147,15 +1147,15 @@ <h2>Program 17.4<a href="causal-survival-analysis-stata.html#program-17.4-1" cla
   5. drop if time != 0       
   6. /*only predict on new version of data */
 
-r; t=0.00 14:38:54
+r; t=0.00 10:52:32
 
       Command: bootstdz_surv
        PrY_a0: r(boot_0)
        PrY_a1: r(boot_1)
    difference: r(boot_diff)
 
 Simulations (10): .........10 done
-r; t=24.59 14:39:19
+r; t=22.88 10:52:55
 
 
 

diff --git a/docs/causal-survival-analysis.html b/docs/causal-survival-analysis.html
@@ -6,7 +6,7 @@
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   <title>17. Causal survival analysis | Causal Inference: What If. R and Stata code for Exercises</title>
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diff --git a/docs/cibookex-r.epub b/docs/cibookex-r.epub
diff --git a/docs/cibookex-r.pdf b/docs/cibookex-r.pdf