From cb8e991b314a315b5bf6b9e89540700145f6cbb9 Mon Sep 17 00:00:00 2001
From: Malcolm Barrett <malcolmbarrett@gmail.com>
Date: Tue, 1 Dec 2020 15:34:58 -0800
Subject: [PATCH] re-render slides

---
 slides/00-intro.html                          |   2 +-
 slides/00-intro.pdf                           | Bin 1961508 -> 1961379 bytes
 slides/01-causal_modeling_whole_game.html     |   2 +-
 slides/01-causal_modeling_whole_game.pdf      | Bin 330711 -> 330586 bytes
 .../figure-html/unnamed-chunk-6-1.png         | Bin 348079 -> 227839 bytes
 slides/02-dags.html                           |   8 +-
 slides/02-dags.pdf                            | Bin 1070231 -> 1070098 bytes
 .../figure-html/unnamed-chunk-19-1.png        | Bin 315027 -> 180818 bytes
 slides/03-pscores.html                        |  12 +-
 slides/03-pscores.pdf                         | Bin 1066374 -> 1066245 bytes
 slides/04-using-pscores.html                  | 298 +++++++++---------
 slides/04-using-pscores.pdf                   | Bin 797126 -> 796954 bytes
 .../figure-html/unnamed-chunk-14-1.png        | Bin 81021 -> 80953 bytes
 .../figure-html/unnamed-chunk-15-1.png        | Bin 87558 -> 87490 bytes
 .../figure-html/unnamed-chunk-16-1.png        | Bin 81597 -> 81529 bytes
 .../figure-html/unnamed-chunk-17-1.png        | Bin 83807 -> 83739 bytes
 .../figure-html/unnamed-chunk-18-1.png        | Bin 81647 -> 81579 bytes
 .../figure-html/unnamed-chunk-19-1.png        | Bin 82158 -> 82090 bytes
 .../figure-html/unnamed-chunk-3-1.png         | Bin 115696 -> 115628 bytes
 .../figure-html/unnamed-chunk-4-1.png         | Bin 115055 -> 114987 bytes
 .../figure-html/unnamed-chunk-7-1.png         | Bin 114738 -> 114670 bytes
 .../figure-html/unnamed-chunk-9-1.png         | Bin 114141 -> 114073 bytes
 slides/05-pscore-diagnostics.html             |  14 +-
 slides/05-pscore-diagnostics.pdf              | Bin 483266 -> 483134 bytes
 slides/06-outcome-model.html                  |  12 +-
 slides/06-outcome-model.pdf                   | Bin 166036 -> 165906 bytes
 slides/index.html                             |   4 +-
 slides/index.pdf                              | Bin 9730 -> 9727 bytes
 28 files changed, 176 insertions(+), 176 deletions(-)

diff --git a/slides/00-intro.html b/slides/00-intro.html
index bc84026..133fc39 100644
--- a/slides/00-intro.html
+++ b/slides/00-intro.html
@@ -12,7 +12,7 @@
 class: center, middle, inverse, title-slide
 
 # Causal Inference in R: Introduction
-### 2020-07-29 (updated: 2020-11-18)
+### 2020-07-29 (updated: 2020-12-01)
 
 ---
 
diff --git a/slides/00-intro.pdf b/slides/00-intro.pdf
index b006afde3260d2861d4d20a593f514e988ec3fec..8106a47021370a3f9a5bf863f164376d18eef80e 100644
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diff --git a/slides/01-causal_modeling_whole_game.html b/slides/01-causal_modeling_whole_game.html
index 4bac6e1..1d5d5b0 100644
--- a/slides/01-causal_modeling_whole_game.html
+++ b/slides/01-causal_modeling_whole_game.html
@@ -12,7 +12,7 @@
 class: center, middle, inverse, title-slide
 
 # Causal Modeling in R: Whole Game
-### 2020-07-29 (updated: 2020-11-18)
+### 2020-07-29 (updated: 2020-12-01)
 
 ---
 
diff --git a/slides/01-causal_modeling_whole_game.pdf b/slides/01-causal_modeling_whole_game.pdf
index 7373b9b66e30367996b80d0f29e3bc401c784f0c..251c9ea84118ac7887a3bfd4ee35d814573e733c 100644
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diff --git a/slides/02-dags.html b/slides/02-dags.html
index 7ab3bd7..7467605 100644
--- a/slides/02-dags.html
+++ b/slides/02-dags.html
@@ -14,7 +14,7 @@
 class: center, middle, inverse, title-slide
 
 # Causal Diagrams in R
-### 2020-07-29 (updated: 2020-11-18)
+### 2020-07-29 (updated: 2020-12-01)
 
 ---
 
@@ -144,7 +144,7 @@
 ### We're going to assume that coffee does not cause cancer, so there's no formula for that. But we still need to declare our causal question. Specify "coffee" as the exposure and "cancer" as the outcome (both in quotations marks).
 ### Plot the DAG using `ggdag()`
 
-<div class="countdown" id="timer_5fb59e40" style="right:0;bottom:0;" data-warnwhen="0">
+<div class="countdown" id="timer_5fc6bd20" style="right:0;bottom:0;" data-warnwhen="0">
 <code class="countdown-time"><span class="countdown-digits minutes">05</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
 </div>
 
@@ -225,7 +225,7 @@
 ### Call `tidy_dagitty()` on `coffee_cancer_dag` to create a tidy DAG, then pass the results to `dag_paths()`. What's different about these data?
 ### Plot the open paths with `ggdag_paths()`. (Just give it `coffee_cancer_dag` rather than using `dag_paths()`; the quick plot function will do that for you.) Remember, since we assume there is *no* causal path from coffee to lung cancer, any open paths must be confounding pathways. 
 
-<div class="countdown" id="timer_5fb59e7d" style="right:0;bottom:0;" data-warnwhen="0">
+<div class="countdown" id="timer_5fc6be3a" style="right:0;bottom:0;" data-warnwhen="0">
 <code class="countdown-time"><span class="countdown-digits minutes">05</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
 </div>
 
@@ -312,7 +312,7 @@
 #### Use `ggdag_adjustment_set()` to visualize the adjustment sets. Add the arguments `use_labels = "label"` and `text = FALSE`.
 #### Write an R formula for each adjustment set, as you might if you were fitting a model in `lm()` or `glm()`
 
-<div class="countdown" id="timer_5fb59da2" style="right:0;bottom:0;" data-warnwhen="0">
+<div class="countdown" id="timer_5fc6be60" style="right:0;bottom:0;" data-warnwhen="0">
 <code class="countdown-time"><span class="countdown-digits minutes">05</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
 </div>
 
diff --git a/slides/02-dags.pdf b/slides/02-dags.pdf
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diff --git a/slides/03-pscores.html b/slides/03-pscores.html
index eabb94e..92052bf 100644
--- a/slides/03-pscores.html
+++ b/slides/03-pscores.html
@@ -4,10 +4,10 @@
     <title>Propensity Scores</title>
     <meta charset="utf-8" />
     <meta name="author" content="Lucy D’Agostino McGowan" />
-    <script src="libs/header-attrs-2.5/header-attrs.js"></script>
-    <link href="libs/remark-css-0.0.1/default.css" rel="stylesheet" />
-    <link href="libs/countdown-0.3.5/countdown.css" rel="stylesheet" />
-    <script src="libs/countdown-0.3.5/countdown.js"></script>
+    <script src="libs/header-attrs/header-attrs.js"></script>
+    <link href="libs/remark-css/default.css" rel="stylesheet" />
+    <link href="libs/countdown/countdown.css" rel="stylesheet" />
+    <script src="libs/countdown/countdown.js"></script>
     <link rel="stylesheet" href="theme.css" type="text/css" />
   </head>
   <body>
@@ -17,7 +17,7 @@
 # Propensity Scores
 ### Lucy D’Agostino McGowan
 ### Wake Forest University
-### 2020-07-29 (updated: 2020-11-18)
+### 2020-07-29 (updated: 2020-12-01)
 
 ---
 
@@ -168,7 +168,7 @@
 
 ## Your turn
 
-<div class="countdown" id="timer_5fb59d1d" style="right:0;bottom:0;" data-warnwhen="0">
+<div class="countdown" id="timer_5fc6bbc4" style="right:0;bottom:0;" data-warnwhen="0">
 <code class="countdown-time"><span class="countdown-digits minutes">07</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
 </div>
 
diff --git a/slides/03-pscores.pdf b/slides/03-pscores.pdf
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diff --git a/slides/04-using-pscores.html b/slides/04-using-pscores.html
index ee3d087..4bf1b34 100644
--- a/slides/04-using-pscores.html
+++ b/slides/04-using-pscores.html
@@ -4,10 +4,10 @@
     <title>Using Propensity Scores</title>
     <meta charset="utf-8" />
     <meta name="author" content="Lucy D’Agostino McGowan" />
-    <script src="libs/header-attrs-2.5/header-attrs.js"></script>
-    <link href="libs/remark-css-0.0.1/default.css" rel="stylesheet" />
-    <link href="libs/countdown-0.3.5/countdown.css" rel="stylesheet" />
-    <script src="libs/countdown-0.3.5/countdown.js"></script>
+    <script src="libs/header-attrs/header-attrs.js"></script>
+    <link href="libs/remark-css/default.css" rel="stylesheet" />
+    <link href="libs/countdown/countdown.css" rel="stylesheet" />
+    <script src="libs/countdown/countdown.js"></script>
     <link rel="stylesheet" href="theme.css" type="text/css" />
   </head>
   <body>
@@ -17,7 +17,7 @@
 # Using Propensity Scores
 ### Lucy D’Agostino McGowan
 ### Wake Forest University
-### 2020-12-02 (updated: 2020-11-24)
+### 2020-12-02 (updated: 2020-12-01)
 
 ---
 
@@ -105,77 +105,77 @@
 ```
 ## Rows: 806
 ## Columns: 71
-## $ i                 &lt;chr&gt; "11", "1220", "15", "1082", "18", "534", "23", "697…
-## $ subclass          &lt;fct&gt; 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 7, 7, 8, 8, 9, …
-## $ weights           &lt;dbl&gt; 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
-## $ seqn              &lt;dbl&gt; 428, 23045, 446, 22294, 596, 14088, 618, 18085, 806…
-## $ qsmk              &lt;dbl&gt; 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, …
-## $ death             &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, …
-## $ yrdth             &lt;dbl&gt; NA, NA, 88, NA, NA, NA, NA, NA, NA, NA, 85, NA, 84,…
-## $ modth             &lt;dbl&gt; NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, 1, NA, 10, 6…
-## $ dadth             &lt;dbl&gt; NA, NA, 3, NA, NA, NA, NA, NA, NA, NA, 22, NA, 17, …
-## $ sbp               &lt;dbl&gt; 135, 159, 141, 113, 151, NA, 125, 135, 144, 135, 12…
-## $ dbp               &lt;dbl&gt; 89, 91, 79, 73, 80, NA, 71, 85, 76, 88, 83, 95, 56,…
-## $ sex               &lt;fct&gt; 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, …
-## $ age               &lt;dbl&gt; 43, 49, 71, 36, 48, 51, 56, 40, 47, 70, 57, 62, 72,…
-## $ race              &lt;fct&gt; 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, …
-## $ income            &lt;dbl&gt; 19, 22, 17, 21, 18, 22, 20, 18, 22, 18, NA, 19, 12,…
-## $ marital           &lt;dbl&gt; 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 2, 2, 5, 3, …
-## $ school            &lt;dbl&gt; 12, 12, 0, 12, 12, 9, 12, 10, 17, 16, 12, 17, 10, 1…
-## $ education         &lt;fct&gt; 3, 3, 1, 3, 3, 2, 3, 2, 5, 5, 3, 5, 2, 3, 3, 2, 3, …
-## $ ht                &lt;dbl&gt; 176.5938, 160.2812, 147.0938, 174.5938, 164.0000, 1…
-## $ wt71              &lt;dbl&gt; 63.96, 47.29, 75.64, 68.38, 62.03, 71.10, 60.78, 63…
-## $ wt82              &lt;dbl&gt; 79.83226, 53.07031, 56.69905, 73.48196, 70.30682, 7…
-## $ wt82_71           &lt;dbl&gt; 15.8722571, 5.7803073, -18.9409537, 5.1019639, 8.27…
-## $ birthplace        &lt;dbl&gt; 42, 30, NA, 19, 36, 47, NA, 42, 42, 39, 18, 1, 25, …
-## $ smokeintensity    &lt;dbl&gt; 30, 20, 40, 9, 2, 5, 20, 5, 30, 30, 7, 2, 20, 20, 1…
-## $ smkintensity82_71 &lt;dbl&gt; -30, 0, -40, 1, -2, 1, -20, 0, -30, -10, -7, -2, -2…
-## $ smokeyrs          &lt;dbl&gt; 24, 29, 41, 30, 30, 29, 11, 20, 23, 40, 35, 23, 40,…
-## $ asthma            &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, …
-## $ bronch            &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, …
-## $ tb                &lt;dbl&gt; 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, …
-## $ hf                &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ hbp               &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 1, 2, 0, 0, 0, 2, 0, …
-## $ pepticulcer       &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ colitis           &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ hepatitis         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ chroniccough      &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, …
-## $ hayfever          &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, …
-## $ diabetes          &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0, 2, 0, 0, 0, 2, 0, …
-## $ polio             &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ tumor             &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ nervousbreak      &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ alcoholpy         &lt;dbl&gt; 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, …
-## $ alcoholfreq       &lt;dbl&gt; 3, 0, 4, 0, 1, 2, 3, 1, 3, 0, 2, 0, 1, 0, 3, 3, 4, …
-## $ alcoholtype       &lt;dbl&gt; 3, 3, 4, 1, 2, 3, 4, 1, 2, 3, 3, 3, 3, 1, 4, 3, 4, …
-## $ alcoholhowmuch    &lt;dbl&gt; 2, 2, NA, 6, 1, 3, NA, 5, 1, 3, 1, 1, 2, 1, NA, 5, …
-## $ pica              &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0, 2, 0, 0, 0, 2, 0, …
-## $ headache          &lt;dbl&gt; 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, …
-## $ otherpain         &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, …
-## $ weakheart         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ allergies         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ nerves            &lt;dbl&gt; 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ lackpep           &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ hbpmed            &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 1, 2, 0, 0, 0, 2, 0, …
-## $ boweltrouble      &lt;dbl&gt; 0, 2, 1, 2, 0, 0, 0, 0, 0, 2, 0, 2, 0, 0, 0, 2, 0, …
-## $ wtloss            &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ infection         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, …
-## $ active            &lt;fct&gt; 1, 2, 1, 0, 1, 0, 0, 0, 0, 1, 2, 1, 1, 1, 1, 2, 1, …
-## $ exercise          &lt;fct&gt; 1, 1, 1, 0, 1, 0, 2, 0, 0, 2, 2, 0, 2, 1, 2, 2, 1, …
-## $ birthcontrol      &lt;dbl&gt; 2, 0, 0, 2, 0, 2, 0, 0, 2, 0, 2, 2, 0, 0, 0, 1, 0, …
-## $ pregnancies       &lt;dbl&gt; NA, 4, 15, NA, 3, NA, 4, 2, NA, 5, NA, NA, 4, NA, 5…
-## $ cholesterol       &lt;dbl&gt; 173, 279, 229, 200, 225, 199, 230, 195, 328, 247, 2…
-## $ hightax82         &lt;dbl&gt; 0, 0, NA, 0, 0, 0, NA, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1…
-## $ price71           &lt;dbl&gt; 2.346680, 2.104980, NA, 2.199707, 2.241699, 2.18359…
-## $ price82           &lt;dbl&gt; 1.797363, 1.698242, NA, 1.847900, 1.828125, 1.73999…
-## $ tax71             &lt;dbl&gt; 1.3649902, 1.0498047, NA, 1.1022949, 1.0498047, 1.1…
-## $ tax82             &lt;dbl&gt; 0.5718994, 0.4399414, NA, 0.5718994, 0.5059814, 0.4…
-## $ price71_82        &lt;dbl&gt; 0.54931641, 0.40686035, NA, 0.35174561, 0.41357422,…
-## $ tax71_82          &lt;dbl&gt; 0.7929688, 0.6099854, NA, 0.5303955, 0.5439453, 0.6…
-## $ id                &lt;int&gt; 11, 1274, 15, 1135, 18, 564, 23, 736, 27, 925, 32, …
-## $ censored          &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ older             &lt;dbl&gt; 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, …
-## $ distance          &lt;dbl&gt; 0.2384597, 0.2381918, 0.2090935, 0.2091562, 0.40078…
+## $ i                 &lt;chr&gt; "11", "1220", "15", "1082", "18…
+## $ subclass          &lt;fct&gt; 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6…
+## $ weights           &lt;dbl&gt; 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
+## $ seqn              &lt;dbl&gt; 428, 23045, 446, 22294, 596, 14…
+## $ qsmk              &lt;dbl&gt; 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1…
+## $ death             &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1…
+## $ yrdth             &lt;dbl&gt; NA, NA, 88, NA, NA, NA, NA, NA,…
+## $ modth             &lt;dbl&gt; NA, NA, 1, NA, NA, NA, NA, NA, …
+## $ dadth             &lt;dbl&gt; NA, NA, 3, NA, NA, NA, NA, NA, …
+## $ sbp               &lt;dbl&gt; 135, 159, 141, 113, 151, NA, 12…
+## $ dbp               &lt;dbl&gt; 89, 91, 79, 73, 80, NA, 71, 85,…
+## $ sex               &lt;fct&gt; 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0…
+## $ age               &lt;dbl&gt; 43, 49, 71, 36, 48, 51, 56, 40,…
+## $ race              &lt;fct&gt; 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0…
+## $ income            &lt;dbl&gt; 19, 22, 17, 21, 18, 22, 20, 18,…
+## $ marital           &lt;dbl&gt; 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2…
+## $ school            &lt;dbl&gt; 12, 12, 0, 12, 12, 9, 12, 10, 1…
+## $ education         &lt;fct&gt; 3, 3, 1, 3, 3, 2, 3, 2, 5, 5, 3…
+## $ ht                &lt;dbl&gt; 176.5938, 160.2812, 147.0938, 1…
+## $ wt71              &lt;dbl&gt; 63.96, 47.29, 75.64, 68.38, 62.…
+## $ wt82              &lt;dbl&gt; 79.83226, 53.07031, 56.69905, 7…
+## $ wt82_71           &lt;dbl&gt; 15.8722571, 5.7803073, -18.9409…
+## $ birthplace        &lt;dbl&gt; 42, 30, NA, 19, 36, 47, NA, 42,…
+## $ smokeintensity    &lt;dbl&gt; 30, 20, 40, 9, 2, 5, 20, 5, 30,…
+## $ smkintensity82_71 &lt;dbl&gt; -30, 0, -40, 1, -2, 1, -20, 0, …
+## $ smokeyrs          &lt;dbl&gt; 24, 29, 41, 30, 30, 29, 11, 20,…
+## $ asthma            &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ bronch            &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0…
+## $ tb                &lt;dbl&gt; 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0…
+## $ hf                &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ hbp               &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 1…
+## $ pepticulcer       &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ colitis           &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ hepatitis         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ chroniccough      &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0…
+## $ hayfever          &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ diabetes          &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0…
+## $ polio             &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ tumor             &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ nervousbreak      &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ alcoholpy         &lt;dbl&gt; 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1…
+## $ alcoholfreq       &lt;dbl&gt; 3, 0, 4, 0, 1, 2, 3, 1, 3, 0, 2…
+## $ alcoholtype       &lt;dbl&gt; 3, 3, 4, 1, 2, 3, 4, 1, 2, 3, 3…
+## $ alcoholhowmuch    &lt;dbl&gt; 2, 2, NA, 6, 1, 3, NA, 5, 1, 3,…
+## $ pica              &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0…
+## $ headache          &lt;dbl&gt; 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1…
+## $ otherpain         &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ weakheart         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ allergies         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ nerves            &lt;dbl&gt; 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ lackpep           &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ hbpmed            &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 1…
+## $ boweltrouble      &lt;dbl&gt; 0, 2, 1, 2, 0, 0, 0, 0, 0, 2, 0…
+## $ wtloss            &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ infection         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ active            &lt;fct&gt; 1, 2, 1, 0, 1, 0, 0, 0, 0, 1, 2…
+## $ exercise          &lt;fct&gt; 1, 1, 1, 0, 1, 0, 2, 0, 0, 2, 2…
+## $ birthcontrol      &lt;dbl&gt; 2, 0, 0, 2, 0, 2, 0, 0, 2, 0, 2…
+## $ pregnancies       &lt;dbl&gt; NA, 4, 15, NA, 3, NA, 4, 2, NA,…
+## $ cholesterol       &lt;dbl&gt; 173, 279, 229, 200, 225, 199, 2…
+## $ hightax82         &lt;dbl&gt; 0, 0, NA, 0, 0, 0, NA, 0, 0, 0,…
+## $ price71           &lt;dbl&gt; 2.346680, 2.104980, NA, 2.19970…
+## $ price82           &lt;dbl&gt; 1.797363, 1.698242, NA, 1.84790…
+## $ tax71             &lt;dbl&gt; 1.3649902, 1.0498047, NA, 1.102…
+## $ tax82             &lt;dbl&gt; 0.5718994, 0.4399414, NA, 0.571…
+## $ price71_82        &lt;dbl&gt; 0.54931641, 0.40686035, NA, 0.3…
+## $ tax71_82          &lt;dbl&gt; 0.7929688, 0.6099854, NA, 0.530…
+## $ id                &lt;int&gt; 11, 1274, 15, 1135, 18, 564, 23…
+## $ censored          &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ older             &lt;dbl&gt; 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1…
+## $ distance          &lt;dbl&gt; 0.2384597, 0.2381918, 0.2090935…
 ```
 
 ---
@@ -287,77 +287,77 @@
 ```
 ## Rows: 780
 ## Columns: 71
-## $ i                 &lt;chr&gt; "11", "1220", "15", "1082", "18", "534", "23", "697…
-## $ subclass          &lt;fct&gt; 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6, 6, 7, 7, 8, 8, 9, …
-## $ weights           &lt;dbl&gt; 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
-## $ seqn              &lt;dbl&gt; 428, 23045, 446, 22294, 596, 14088, 618, 18085, 806…
-## $ qsmk              &lt;dbl&gt; 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, …
-## $ death             &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, …
-## $ yrdth             &lt;dbl&gt; NA, NA, 88, NA, NA, NA, NA, NA, NA, NA, 84, 90, NA,…
-## $ modth             &lt;dbl&gt; NA, NA, 1, NA, NA, NA, NA, NA, NA, NA, 10, 6, NA, N…
-## $ dadth             &lt;dbl&gt; NA, NA, 3, NA, NA, NA, NA, NA, NA, NA, 17, 12, NA, …
-## $ sbp               &lt;dbl&gt; 135, 159, 141, 113, 151, NA, 125, 135, 144, 135, 12…
-## $ dbp               &lt;dbl&gt; 89, 91, 79, 73, 80, NA, 71, 85, 76, 88, 56, 75, 88,…
-## $ sex               &lt;fct&gt; 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, …
-## $ age               &lt;dbl&gt; 43, 49, 71, 36, 48, 51, 56, 40, 47, 70, 72, 66, 35,…
-## $ race              &lt;fct&gt; 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, …
-## $ income            &lt;dbl&gt; 19, 22, 17, 21, 18, 22, 20, 18, 22, 18, 12, 16, 20,…
-## $ marital           &lt;dbl&gt; 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 2, 2, 5, 3, 2, 2, …
-## $ school            &lt;dbl&gt; 12, 12, 0, 12, 12, 9, 12, 10, 17, 16, 10, 12, 12, 1…
-## $ education         &lt;fct&gt; 3, 3, 1, 3, 3, 2, 3, 2, 5, 5, 2, 3, 3, 2, 3, 3, 2, …
-## $ ht                &lt;dbl&gt; 176.5938, 160.2812, 147.0938, 174.5938, 164.0000, 1…
-## $ wt71              &lt;dbl&gt; 63.96, 47.29, 75.64, 68.38, 62.03, 71.10, 60.78, 63…
-## $ wt82              &lt;dbl&gt; 79.83226, 53.07031, 56.69905, 73.48196, 70.30682, 7…
-## $ wt82_71           &lt;dbl&gt; 15.8722571, 5.7803073, -18.9409537, 5.1019639, 8.27…
-## $ birthplace        &lt;dbl&gt; 42, 30, NA, 19, 36, 47, NA, 42, 42, 39, 25, 31, 11,…
-## $ smokeintensity    &lt;dbl&gt; 30, 20, 40, 9, 2, 5, 20, 5, 30, 30, 20, 20, 15, 20,…
-## $ smkintensity82_71 &lt;dbl&gt; -30, 0, -40, 1, -2, 1, -20, 0, -30, -10, -20, 20, -…
-## $ smokeyrs          &lt;dbl&gt; 24, 29, 41, 30, 30, 29, 11, 20, 23, 40, 40, 40, 22,…
-## $ asthma            &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, …
-## $ bronch            &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, …
-## $ tb                &lt;dbl&gt; 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, …
-## $ hf                &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ hbp               &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 2, 0, 0, 1, …
-## $ pepticulcer       &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ colitis           &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ hepatitis         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ chroniccough      &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, …
-## $ hayfever          &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ diabetes          &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 2, 0, 0, 0, …
-## $ polio             &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ tumor             &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ nervousbreak      &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ alcoholpy         &lt;dbl&gt; 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, …
-## $ alcoholfreq       &lt;dbl&gt; 3, 0, 4, 0, 1, 2, 3, 1, 3, 0, 1, 0, 3, 3, 4, 2, 0, …
-## $ alcoholtype       &lt;dbl&gt; 3, 3, 4, 1, 2, 3, 4, 1, 2, 3, 3, 1, 4, 3, 4, 3, 3, …
-## $ alcoholhowmuch    &lt;dbl&gt; 2, 2, NA, 6, 1, 3, NA, 5, 1, 3, 2, 1, NA, 5, NA, 2,…
-## $ pica              &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 2, 0, 0, 0, …
-## $ headache          &lt;dbl&gt; 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, …
-## $ otherpain         &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, …
-## $ weakheart         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ allergies         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ nerves            &lt;dbl&gt; 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ lackpep           &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ hbpmed            &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 2, 0, 0, 0, …
-## $ boweltrouble      &lt;dbl&gt; 0, 2, 1, 2, 0, 0, 0, 0, 0, 2, 0, 0, 0, 2, 0, 0, 0, …
-## $ wtloss            &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ infection         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, …
-## $ active            &lt;fct&gt; 1, 2, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 2, 1, 1, 1, …
-## $ exercise          &lt;fct&gt; 1, 1, 1, 0, 1, 0, 2, 0, 0, 2, 2, 1, 2, 2, 1, 2, 2, …
-## $ birthcontrol      &lt;dbl&gt; 2, 0, 0, 2, 0, 2, 0, 0, 2, 0, 0, 0, 0, 1, 0, 0, 2, …
-## $ pregnancies       &lt;dbl&gt; NA, 4, 15, NA, 3, NA, 4, 2, NA, 5, 4, NA, 5, 6, 1, …
-## $ cholesterol       &lt;dbl&gt; 173, 279, 229, 200, 225, 199, 230, 195, 328, 247, 2…
-## $ hightax82         &lt;dbl&gt; 0, 0, NA, 0, 0, 0, NA, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0…
-## $ price71           &lt;dbl&gt; 2.346680, 2.104980, NA, 2.199707, 2.241699, 2.18359…
-## $ price82           &lt;dbl&gt; 1.797363, 1.698242, NA, 1.847900, 1.828125, 1.73999…
-## $ tax71             &lt;dbl&gt; 1.3649902, 1.0498047, NA, 1.1022949, 1.0498047, 1.1…
-## $ tax82             &lt;dbl&gt; 0.5718994, 0.4399414, NA, 0.5718994, 0.5059814, 0.4…
-## $ price71_82        &lt;dbl&gt; 0.54931641, 0.40686035, NA, 0.35174561, 0.41357422,…
-## $ tax71_82          &lt;dbl&gt; 0.7929688, 0.6099854, NA, 0.5303955, 0.5439453, 0.6…
-## $ id                &lt;int&gt; 11, 1274, 15, 1135, 18, 564, 23, 736, 27, 925, 35, …
-## $ censored          &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, …
-## $ older             &lt;dbl&gt; 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, …
-## $ distance          &lt;dbl&gt; -1.1611429, -1.1626186, -1.3303980, -1.3300192, -0.…
+## $ i                 &lt;chr&gt; "11", "1220", "15", "1082", "18…
+## $ subclass          &lt;fct&gt; 1, 1, 2, 2, 3, 3, 4, 4, 5, 5, 6…
+## $ weights           &lt;dbl&gt; 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1…
+## $ seqn              &lt;dbl&gt; 428, 23045, 446, 22294, 596, 14…
+## $ qsmk              &lt;dbl&gt; 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1…
+## $ death             &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1…
+## $ yrdth             &lt;dbl&gt; NA, NA, 88, NA, NA, NA, NA, NA,…
+## $ modth             &lt;dbl&gt; NA, NA, 1, NA, NA, NA, NA, NA, …
+## $ dadth             &lt;dbl&gt; NA, NA, 3, NA, NA, NA, NA, NA, …
+## $ sbp               &lt;dbl&gt; 135, 159, 141, 113, 151, NA, 12…
+## $ dbp               &lt;dbl&gt; 89, 91, 79, 73, 80, NA, 71, 85,…
+## $ sex               &lt;fct&gt; 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1…
+## $ age               &lt;dbl&gt; 43, 49, 71, 36, 48, 51, 56, 40,…
+## $ race              &lt;fct&gt; 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0…
+## $ income            &lt;dbl&gt; 19, 22, 17, 21, 18, 22, 20, 18,…
+## $ marital           &lt;dbl&gt; 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3…
+## $ school            &lt;dbl&gt; 12, 12, 0, 12, 12, 9, 12, 10, 1…
+## $ education         &lt;fct&gt; 3, 3, 1, 3, 3, 2, 3, 2, 5, 5, 2…
+## $ ht                &lt;dbl&gt; 176.5938, 160.2812, 147.0938, 1…
+## $ wt71              &lt;dbl&gt; 63.96, 47.29, 75.64, 68.38, 62.…
+## $ wt82              &lt;dbl&gt; 79.83226, 53.07031, 56.69905, 7…
+## $ wt82_71           &lt;dbl&gt; 15.8722571, 5.7803073, -18.9409…
+## $ birthplace        &lt;dbl&gt; 42, 30, NA, 19, 36, 47, NA, 42,…
+## $ smokeintensity    &lt;dbl&gt; 30, 20, 40, 9, 2, 5, 20, 5, 30,…
+## $ smkintensity82_71 &lt;dbl&gt; -30, 0, -40, 1, -2, 1, -20, 0, …
+## $ smokeyrs          &lt;dbl&gt; 24, 29, 41, 30, 30, 29, 11, 20,…
+## $ asthma            &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ bronch            &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0…
+## $ tb                &lt;dbl&gt; 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0…
+## $ hf                &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ hbp               &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0…
+## $ pepticulcer       &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ colitis           &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ hepatitis         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ chroniccough      &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0…
+## $ hayfever          &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ diabetes          &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0…
+## $ polio             &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ tumor             &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ nervousbreak      &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ alcoholpy         &lt;dbl&gt; 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1…
+## $ alcoholfreq       &lt;dbl&gt; 3, 0, 4, 0, 1, 2, 3, 1, 3, 0, 1…
+## $ alcoholtype       &lt;dbl&gt; 3, 3, 4, 1, 2, 3, 4, 1, 2, 3, 3…
+## $ alcoholhowmuch    &lt;dbl&gt; 2, 2, NA, 6, 1, 3, NA, 5, 1, 3,…
+## $ pica              &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0…
+## $ headache          &lt;dbl&gt; 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0…
+## $ otherpain         &lt;dbl&gt; 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ weakheart         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ allergies         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ nerves            &lt;dbl&gt; 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ lackpep           &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ hbpmed            &lt;dbl&gt; 0, 2, 0, 2, 0, 0, 0, 0, 0, 2, 0…
+## $ boweltrouble      &lt;dbl&gt; 0, 2, 1, 2, 0, 0, 0, 0, 0, 2, 0…
+## $ wtloss            &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ infection         &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ active            &lt;fct&gt; 1, 2, 1, 0, 1, 0, 0, 0, 0, 1, 1…
+## $ exercise          &lt;fct&gt; 1, 1, 1, 0, 1, 0, 2, 0, 0, 2, 2…
+## $ birthcontrol      &lt;dbl&gt; 2, 0, 0, 2, 0, 2, 0, 0, 2, 0, 0…
+## $ pregnancies       &lt;dbl&gt; NA, 4, 15, NA, 3, NA, 4, 2, NA,…
+## $ cholesterol       &lt;dbl&gt; 173, 279, 229, 200, 225, 199, 2…
+## $ hightax82         &lt;dbl&gt; 0, 0, NA, 0, 0, 0, NA, 0, 0, 0,…
+## $ price71           &lt;dbl&gt; 2.346680, 2.104980, NA, 2.19970…
+## $ price82           &lt;dbl&gt; 1.797363, 1.698242, NA, 1.84790…
+## $ tax71             &lt;dbl&gt; 1.3649902, 1.0498047, NA, 1.102…
+## $ tax82             &lt;dbl&gt; 0.5718994, 0.4399414, NA, 0.571…
+## $ price71_82        &lt;dbl&gt; 0.54931641, 0.40686035, NA, 0.3…
+## $ tax71_82          &lt;dbl&gt; 0.7929688, 0.6099854, NA, 0.530…
+## $ id                &lt;int&gt; 11, 1274, 15, 1135, 18, 564, 23…
+## $ censored          &lt;dbl&gt; 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0…
+## $ older             &lt;dbl&gt; 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1…
+## $ distance          &lt;dbl&gt; -1.1611429, -1.1626186, -1.3303…
 ```
 
 
@@ -367,7 +367,7 @@
 
 ## Your Turn
 
-<div class="countdown" id="timer_5fbd509e" style="right:0;bottom:0;" data-warnwhen="0">
+<div class="countdown" id="timer_5fc6bcd1" style="right:0;bottom:0;" data-warnwhen="0">
 <code class="countdown-time"><span class="countdown-digits minutes">07</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
 </div>
 
@@ -478,7 +478,7 @@
 
 ## Your Turn
 
-<div class="countdown" id="timer_5fbd4faa" style="right:0;bottom:0;" data-warnwhen="0">
+<div class="countdown" id="timer_5fc6bdc1" style="right:0;bottom:0;" data-warnwhen="0">
 <code class="countdown-time"><span class="countdown-digits minutes">07</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
 </div>
 
diff --git a/slides/04-using-pscores.pdf b/slides/04-using-pscores.pdf
index 360fe0b07319139d64f4b754f9b0cfb1e6fb027b..0df5c90111cc29640009dd35d8a0ec1471c1b646 100644
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GIT binary patch
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diff --git a/slides/05-pscore-diagnostics.html b/slides/05-pscore-diagnostics.html
index b27b402..ff0aa09 100644
--- a/slides/05-pscore-diagnostics.html
+++ b/slides/05-pscore-diagnostics.html
@@ -4,10 +4,10 @@
     <title>Propensity Score Diagnostics</title>
     <meta charset="utf-8" />
     <meta name="author" content="Lucy D’Agostino McGowan" />
-    <script src="libs/header-attrs-2.5/header-attrs.js"></script>
-    <link href="libs/remark-css-0.0.1/default.css" rel="stylesheet" />
-    <link href="libs/countdown-0.3.5/countdown.css" rel="stylesheet" />
-    <script src="libs/countdown-0.3.5/countdown.js"></script>
+    <script src="libs/header-attrs/header-attrs.js"></script>
+    <link href="libs/remark-css/default.css" rel="stylesheet" />
+    <link href="libs/countdown/countdown.css" rel="stylesheet" />
+    <script src="libs/countdown/countdown.js"></script>
     <link rel="stylesheet" href="theme.css" type="text/css" />
   </head>
   <body>
@@ -17,7 +17,7 @@
 # Propensity Score Diagnostics
 ### Lucy D’Agostino McGowan
 ### Wake Forest University
-### 2020-07-29 (updated: 2020-11-18)
+### 2020-07-29 (updated: 2020-12-01)
 
 ---
 
@@ -312,7 +312,7 @@
 
 ## Your turn 1
 
-<div class="countdown" id="timer_5fb59d02" style="right:0;bottom:0;" data-warnwhen="0">
+<div class="countdown" id="timer_5fc6be8e" style="right:0;bottom:0;" data-warnwhen="0">
 <code class="countdown-time"><span class="countdown-digits minutes">07</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
 </div>
 
@@ -574,7 +574,7 @@
 
 ## Your turn 2
 
-<div class="countdown" id="timer_5fb59df3" style="right:0;bottom:0;" data-warnwhen="0">
+<div class="countdown" id="timer_5fc6be1e" style="right:0;bottom:0;" data-warnwhen="0">
 <code class="countdown-time"><span class="countdown-digits minutes">07</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
 </div>
 
diff --git a/slides/05-pscore-diagnostics.pdf b/slides/05-pscore-diagnostics.pdf
index 1f45fd53c583bfd4dd8c0f4f5f66c25779d9fc45..52b057848d695c2be7006c73e8eddb3b7c3a2b96 100644
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diff --git a/slides/06-outcome-model.html b/slides/06-outcome-model.html
index 0fd3b10..0101ead 100644
--- a/slides/06-outcome-model.html
+++ b/slides/06-outcome-model.html
@@ -4,10 +4,10 @@
     <title>Fitting the outcome model</title>
     <meta charset="utf-8" />
     <meta name="author" content="Lucy D’Agostino McGowan" />
-    <script src="libs/header-attrs-2.5/header-attrs.js"></script>
-    <link href="libs/remark-css-0.0.1/default.css" rel="stylesheet" />
-    <link href="libs/countdown-0.3.5/countdown.css" rel="stylesheet" />
-    <script src="libs/countdown-0.3.5/countdown.js"></script>
+    <script src="libs/header-attrs/header-attrs.js"></script>
+    <link href="libs/remark-css/default.css" rel="stylesheet" />
+    <link href="libs/countdown/countdown.css" rel="stylesheet" />
+    <script src="libs/countdown/countdown.js"></script>
     <link rel="stylesheet" href="theme.css" type="text/css" />
   </head>
   <body>
@@ -17,7 +17,7 @@
 # Fitting the outcome model
 ### Lucy D’Agostino McGowan
 ### Wake Forest University
-### 2020-07-29 (updated: 2020-11-18)
+### 2020-07-29 (updated: 2020-12-01)
 
 ---
 
@@ -246,7 +246,7 @@
 
 ## Your Turn
 
-<div class="countdown" id="timer_5fb59e33" style="right:0;bottom:0;" data-warnwhen="0">
+<div class="countdown" id="timer_5fc6be85" style="right:0;bottom:0;" data-warnwhen="0">
 <code class="countdown-time"><span class="countdown-digits minutes">10</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
 </div>
 
diff --git a/slides/06-outcome-model.pdf b/slides/06-outcome-model.pdf
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diff --git a/slides/index.html b/slides/index.html
index 44f4a83..ef1b61b 100644
--- a/slides/index.html
+++ b/slides/index.html
@@ -3,7 +3,7 @@
   <head>
     <title>Causal Inference in R Slides</title>
     <meta charset="utf-8" />
-    <meta name="date" content="2020-07-28" />
+    <meta name="date" content="2020-12-01" />
     <script src="libs/header-attrs/header-attrs.js"></script>
     <link href="libs/remark-css/default.css" rel="stylesheet" />
     <link rel="stylesheet" href="theme.css" type="text/css" />
@@ -20,7 +20,7 @@
 ###[01-causal_modeling_whole_game](01-causal_modeling_whole_game.html)
 ###[02-dags](02-dags.html)
 ###[03-pscores](03-pscores.html)
-###[04-using-pscores](04-pscore-weighting.html)
+###[04-using-pscores](04-using-pscores.html)
 ###[05-pscore-diagnostics](05-pscore-diagnostics.html)
 ###[06-outcome-model](06-outcome-model.html)
 
diff --git a/slides/index.pdf b/slides/index.pdf
index c934e8b18ee835277a71f4b0ce21641e7a2f3f88..ce00bce29b8b1cba8e101a0a6ffa56abaf9cf8c2 100644
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