diff --git a/img/R/animate_shift.R b/img/R/animate_shift.R
index 982df66..797a3f8 100644
--- a/img/R/animate_shift.R
+++ b/img/R/animate_shift.R
@@ -7,54 +7,67 @@ set.seed(34729)
 pal <- wes_palette("Darjeeling1")
 
 n_obs <- 1000
-delta_grid <- seq(-3, 3, 1)
+delta_grid <- seq(-2, 2, 0.5)
+delta_grid <- c(0, delta_grid)
 w <- rbinom(n_obs, 1, 0.5)
 a <- rnorm(n_obs, mean = 0.5 * w, sd = 0.5)
 
 qbar_and_shift <- lapply(delta_grid, function(delta) {
   a_shifted <- a + delta
-  qbar_aplusdelta <- plogis(-a_shifted + w)
+  qbar_aplusdelta <- plogis(-3 - 3 * a_shifted + w)
   return(as_tibble(cbind(a_shifted, qbar_aplusdelta)))
 })
 
-saveGIF({
-  for (iter in seq_along(qbar_and_shift)) {
-    df_input <- qbar_and_shift[[iter]]
-
-    a_mean <- mean(df_input$a_shifted)
-    p_a_shifted <- df_input %>%
-      ggplot(aes(x = a_shifted)) +
-        geom_histogram(colour = "white", fill = pal[[4]], alpha = 0.6,
-                       binwidth = 0.2) +
-        geom_vline(xintercept = a_mean, linetype = "dashed", colour = "black") +
-        xlim(-5.5, 5.5) +
+saveGIF(
+  {
+    for (iter in seq_along(qbar_and_shift)) {
+      df_input <- qbar_and_shift[[iter]]
+      a_mean <- mean(df_input$a_shifted)
+      p_a_shifted <- df_input %>%
+        ggplot(aes(x = a_shifted)) +
+        geom_histogram(
+          colour = "white", fill = pal[[5]], alpha = 0.6,
+          binwidth = 0.2
+        ) +
+        geom_vline(
+          xintercept = a_mean, size = 0.5, linetype = "dashed",
+          colour = "black"
+        ) +
+        xlim(-4, 4) +
         xlab("") +
         ylab("") +
-        ggtitle("Shifted natural treatment distribution") +
+        ggtitle("Exposure profile") +
         theme_bw() +
-        theme(text = element_text(size = 22),
-              axis.text.x = element_text(colour = 'black', size = 22),
-              axis.text.y = element_text(colour = 'black', size = 22))
+        theme(
+          text = element_text(size = 22),
+          axis.text.x = element_text(colour = "black", size = 22),
+          axis.text.y = element_text(colour = "black", size = 22)
+        )
 
-    qbar_mean <- mean(df_input$qbar_aplusdelta)
-    p_qbar_shifted <- df_input %>%
-      ggplot(aes(x = qbar_aplusdelta)) +
-        geom_histogram(colour = "white", fill = "gray", alpha = 0.6,
-                       binwidth = 0.03) +
-        geom_vline(xintercept = qbar_mean, size = 2, linetype = "dashed",
-                   colour = "black") +
-        xlim(0, 1) +
+      qbar_mean <- mean(df_input$qbar_aplusdelta)
+      p_qbar_shifted <- df_input %>%
+        ggplot(aes(y = qbar_aplusdelta)) +
+        geom_hline(
+          yintercept = qbar_mean, size = 2, linetype = "dashed",
+          colour = "black"
+        ) +
         xlab("") +
         ylab("") +
-        ggtitle("Counterfactual outcome under shift") +
+        ylim(0, 1) +
+        ggtitle("Counterfactual mean risk") +
         theme_bw() +
-        theme(text = element_text(size = 22),
-              axis.text.x = element_text(colour = 'black', size = 22),
-              axis.text.y = element_text(colour = 'black', size = 22))
+        theme(
+          text = element_text(size = 22),
+          axis.text.x = element_text(colour = "black", size = 22),
+          axis.text.y = element_text(colour = "black", size = 22)
+        )
 
-    p_out <- p_a_shifted + p_qbar_shifted
-    print(p_out)
-  }
-}, movie.name = here("img", "gif", "shift_animation.gif"), interval = 1,
-   ani.width = 1400, ani.height = 1000
+      p_out <- p_a_shifted + p_qbar_shifted
+      print(p_out)
+    }
+  },
+  movie.name = here("img", "gif", "shift_animation.gif"),
+  interval = 1,
+  ani.width = 1400,
+  ani.height = 1000
 )
diff --git a/img/gif/shift_animation.gif b/img/gif/shift_animation.gif
index e42bd3d..00fc68f 100644
Binary files a/img/gif/shift_animation.gif and b/img/gif/shift_animation.gif differ
diff --git a/inst/WORDLIST b/inst/WORDLIST
index ec38d40..c7a97b2 100644
--- a/inst/WORDLIST
+++ b/inst/WORDLIST
@@ -1,24 +1,204 @@
+֒
+ׄ
+ۤ
+ؓ
+ۙ
+ؔ
+֠
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+Aa
 Aad
+aB
 Abacavir
+ABr
+ABȑ
+âC
 Acad
 acyclic
 Acyclic
+aD
 adaptivity
 admissable
 adsurl
+AʣJ
+ae
+aE
+aÈ
+æ
+Æ
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+æP
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 AIPW
 AirPassenger
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+al
+aL
+aM
 amsmath
 amssymb
 amsthm
 analytics
 Anastasios
 antiretroviral
+aO
+Ao
+Aq
 archiveprefix
 arg
 argmax
 argmin
 arima
+aRv
+ARw
 arxiv
 arXiv
 Ashraf
@@ -26,13 +206,38 @@ asprin
 asymptotics
 Asymptotics
 ATEs
+auC
 aut
+aW
+aXX
+aY
+Ay
+AY
 az
+ãZ
+aZN
+AէQڞ
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+̝b
+B'Br
+B'M
 ba
 Baqun
 Barto
 Barwick
 bayesian
+Bb
+bc
+Bc
+bd
+bD
+b̻D
+BdHJ
+bDr
 Behaviour
 Beneifits
 bengtsson
@@ -41,7 +246,16 @@ benkeser
 Benkeser
 bepress
 berkeley
+bF
+bg
+BG
+bh
+bH
+Bh
+BH
+bh癩欄
 Bibhas
+biiZj
 biom
 BioMed
 Biometrics
@@ -49,30 +263,115 @@ Biometrika
 biostatistics
 Biostatistics
 biostats
+bJ
+Bj
+BJ
+BjF
+bK
+BKխ
+bL
+bLv
 bm
+bM
+BN
+Bo
+bO'ٓ
 Boca
+boO
 bookdown
 booktitle
 bookTitle
+bp
+bP
+Bp
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+bQ
 breiman
 Breiman
 Breiman's
 bs
+bS
 bslib
+bsU
+bt
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+Bt
+bU
 buckheit
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 BugReports
+bV
+BV
+bVIV
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+Bwh
+BwZrz
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+BYӬn
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+ƃO
+ć
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+C̻
+ׇC
+ّC
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+cAUV
+CȀv
+cAZ
+cb
+cB
+cC
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+ce
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+ceq
+cF
+CfJ
+Cfo
+cG
+cH
+Čh
 Chakraborty
+cHiz
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+cj
+Cj
+cjC
+Ck'DK
 ClinicalTrials
 CLT
 CLTs
 CMD
+cn
+cN
+Cn
+CN
 Colford
 coloneqq
 comorbidities
@@ -84,21 +383,56 @@ counterfactuals
 Coursera
 covar
 coyle
+çP
 cph
 CPP
+cQ
 CRC
 cre
+CsBp
 css
+cT
+cv
+Cv
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+CVVEE
+cW
+Cwn
+cX
+Cx
+CX
+cY
+cYώ
+cz
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+cѲ
+cުv
+ȼ
+ȼH
+Ƈ
+ͩ
+Đ
+dٗ
+ð
+Ð
+̜D
+ٗd
+da
+dA
 Dabrowska
 dagitty
 DAGitty
 DAGs
+dANUaِb
 Das
+Dat
 Davidian
 Dayal
+ȸ
+DBJN
+DChs
 de
+dE
 DeclareMathOperator
 DeclarePairedDelimiterX
 DeHaven
@@ -107,140 +441,850 @@ Deniz
 der
 deterministically
 dev
+Df
+DF
+DۚF
+Dg
+dGd
+Dh
+ܺdh
+dI
 diagtime
 diaz
 dir
+dj
+dJ
+Dj
+Dk
+dL
+Dl
+Dle
 DM
+dn
+dN
+Dn
+DN
+dno
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 Donoho
 Donsker
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+DpRIh
+dQ
+Dq
+dr
+ͩrAF
+ds
+Ds
 dsaa
 DSAA
+dsFH
+dT
+DT
+DtO
+du
+dU
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 Dudoit
+dV
+DW
+dx
+dX
+DXhx
+dY
+dz
+ʣ
+dž
+DŽb
+ʣnj
+ʤ
+ʤRj
+dЦ
+DڢH
+ɖ
+Ɖ
+ƉP
+ɖX
+ɗÌ
+ƌ
+ƌM
+É
+è
+ĕ
+ê
+Ě
+ë
+ė
+Ė
+ȩ
+ę
+ȅ
+ȇ
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+ebQP
+eD
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+Eěq
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+Ef
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+EG
+EhNr
+ei
+eI
+EI
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+eJ
+Ej
+EJ
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+EK
+ekh
+eL
+EL
 Elsevier
+ȅlʯ
+eM
+ÊM
 emptyset
+eN
 ensembling
+eo
+eȰ
+eoD
+EoG
+eor
+Eɵ
+Ep
+EP
 Epidemiologic
 eprint
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 eqn
+eS
 estimand
 estimands
+Et
+Ets
+Etчm
+ev
+eV
+ew
+Ew
+EW
+eX
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 extensibility
+ey
+Ey
+EY
+Ȅyh
+ez
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+EzL
+EʑZz
+Eӂ
+EӠ
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+ə
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+ɜ
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+ɞ
+ɞd
+ؔf
+f̮
+ٖf
+ٚf
+fA
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 Fatma
+Fb
+FB
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+ʩ
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+fp
+fP
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+fpz
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+֥G
+ᵍ
+ǵ
+Ĝ
+Ǧ
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+gAP
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+gB
+Gc
+gÇ
+gCK
+GDUݥ
+GʣE
+ge
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+gf
+gF
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+gGo
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+Gh
+GH
+GhH
+ghw
+gI
+Gi
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+gj
+gJ
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+GL
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+gmky
+Gmr
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+gnZ
+GNz
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+gp
+ĞP
+Gpٷn
+gq
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+gS
+ǦT
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 kableExtra
 kalbfleisch
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 karno
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+KbCQx
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 kennedy
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 kframe
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 laber
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 ldots
 le
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 leq
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+lfj
+lG
+lgzjِ
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 li
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 Lia
 lifecycle
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+lǸ
+LǸ
+lٖn
+Lȍ
+loJ
+lP
+Lp
+lr
+lR
+LRB
+Lrl
+ʪ
 luby
 luedtke
 Luedtke
+lV
+Lv
 lVert
+LvZ
+lw
+Lw
 LWW
+lx
+lxTn
+ly
+lY
+Ly
+LY
+Lyms
+lz
+lZ
+ʫ
+Lz
+LZ
+ʫB
+lZq
+lZYտ
+ʫΚ
+LΪ
+LӬ
+LԻܮVMʀ
+Lص
+lۥ
+ƚ
+ȽL
+ɫž
+ɭ
+ͫ
+֖M
+M҆
+Mܳ
+͇M
+M'r
+Mˊ
 Maciej
 macOS
 Mahbubur
@@ -252,70 +1296,318 @@ mathcal
 mathjax
 mathrel
 mathtools
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 mbox
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 Mertens
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 MJ
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 Modelling
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 NCT
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 optimality
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 ORCID
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 pblip
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 pdflatex
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 Peng
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 pertrub
 Peto
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 Platt
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 PMC
 PMCID
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 PMID
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 polley
 Polley
 polspline
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 Positivity
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 ppel
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 prescreening
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 priori
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 pullenayegum
 Pullenayegum
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 Rahman
 randomForest
 randomised
 Raton
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 RCT
 RData
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 readr
 renewcommand
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 reproducibility
 Reproduciblity
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 rightarrow
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 rmarkdown
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 Roadmap
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 Rosenbaum
 Rotnitzky
 RoxygenNote
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 Rscript
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 Saltelli
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 Sandercock
 Sandrine
 Sania
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 scalable
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 screener
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 SEM
 Sert
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 SL
 SL's
 Slattery
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 Starmans
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 Stromberg
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 Sunduz
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 SuperLearner
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 Thabane
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 Tofail
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 Unicomb
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 Uri
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