From ca7b5ae7fcf984f32263eb53df1260ae245cba94 Mon Sep 17 00:00:00 2001
From: Jeremy Kidwell <bots@jeremykidwell.info>
Date: Tue, 3 Oct 2023 20:27:32 +0100
Subject: [PATCH] updated render

---
 ...-Religion--TRS---Data-Science-in-Action.pdf | Bin 154684 -> 0 bytes
 docs/chapter_1.html                            |  15 +++++++--------
 docs/chapter_2.html                            |   6 +++---
 docs/search.json                               |   2 +-
 docs/site_libs/bootstrap/bootstrap.min.css     |   2 +-
 hacking_religion/_book/chapter_1.html          |  15 +++++++--------
 .../site_libs/bootstrap/bootstrap.min.css      |   2 +-
 hacking_religion/_quarto.yml                   |   1 +
 hacking_religion/chapter_1.qmd                 |   3 ++-
 9 files changed, 23 insertions(+), 23 deletions(-)
 delete mode 100644 docs/Hacking-Religion--TRS---Data-Science-in-Action.pdf

diff --git a/docs/Hacking-Religion--TRS---Data-Science-in-Action.pdf b/docs/Hacking-Religion--TRS---Data-Science-in-Action.pdf
deleted file mode 100644
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diff --git a/docs/chapter_1.html b/docs/chapter_1.html
index 4e0c6a2..5da2d00 100644
--- a/docs/chapter_1.html
+++ b/docs/chapter_1.html
@@ -246,9 +246,8 @@ div.csl-indent {
 <div class="page-columns page-full"><p></p><div class="no-row-height column-margin column-container"><span class="">If you’d like to explore this all in a bit more depth, you can find a very helpful summary in R for Data Science, chapter 8, <a href="https://r4ds.hadley.nz/data-import#reading-data-from-a-file">“data import”</a>.</span></div></div>
 <p>In the example below, we’re going to read in data from a comma separated value file (“csv”) which has rows of information on separate lines in a text file with each column separated by a comma. This is one of the standard plain text file formats. R has a function you can use to import this efficiently called “read.csv”. Each line of code in R usually starts with the object, and then follows with instructions on what we’re going to put inside it, where that comes from, and how to format it:</p>
 <div class="cell">
-<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="co"># R Setup -----------------------------------------------------------------</span></span>
-<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">setwd</span>(<span class="st">"/Users/kidwellj/gits/hacking_religion_textbook/hacking_religion"</span>)</span>
-<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(here) <span class="co"># much better way to manage working paths in R across multiple instances</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">setwd</span>(<span class="st">"/Users/kidwellj/gits/hacking_religion_textbook/hacking_religion"</span>)</span>
+<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(here) <span class="co"># much better way to manage working paths in R across multiple instances</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stderr">
 <pre><code>here() starts at /Users/kidwellj/gits/hacking_religion_textbook</code></pre>
 </div>
@@ -576,7 +575,7 @@ i Use the conflicted package (&lt;http://conflicted.r-lib.org/&gt;) to force all
 <dl class="code-annotation-container-grid">
 <dt data-target-cell="annotated-cell-12" data-target-annotation="2">2</dt>
 <dd>
-<span data-code-cell="annotated-cell-12" data-code-annotation="2" data-code-lines="1">We’ll re-order the column by size.</span>
+<span data-code-annotation="2" data-code-lines="1" data-code-cell="annotated-cell-12">We’ll re-order the column by size.</span>
 </dd>
 </dl>
 </div>
@@ -599,19 +598,19 @@ i Use the conflicted package (&lt;http://conflicted.r-lib.org/&gt;) to force all
 <dl class="code-annotation-container-grid">
 <dt data-target-cell="annotated-cell-13" data-target-annotation="1">1</dt>
 <dd>
-<span data-code-cell="annotated-cell-13" data-code-annotation="1" data-code-lines="1">First, remove the column with region names and the totals for the regions as we want just integer data.</span>
+<span data-code-annotation="1" data-code-lines="1" data-code-cell="annotated-cell-13">First, remove the column with region names and the totals for the regions as we want just integer data.</span>
 </dd>
 <dt data-target-cell="annotated-cell-13" data-target-annotation="2">2</dt>
 <dd>
-<span data-code-cell="annotated-cell-13" data-code-annotation="2" data-code-lines="3">Second calculate the totals. In this example we use the tidyverse library <code>dplyr()</code>, but you can also do this using base R with <code>colsums()</code> like this: <code>uk_census_2021_religion_totals &lt;- colSums(uk_census_2021_religion_totals, na.rm = TRUE)</code>. The downside with base R is that you’ll also need to convert the result into a dataframe for <code>ggplot</code> like this: <code>uk_census_2021_religion_totals &lt;- as.data.frame(uk_census_2021_religion_totals)</code></span>
+<span data-code-annotation="2" data-code-lines="3" data-code-cell="annotated-cell-13">Second calculate the totals. In this example we use the tidyverse library <code>dplyr()</code>, but you can also do this using base R with <code>colsums()</code> like this: <code>uk_census_2021_religion_totals &lt;- colSums(uk_census_2021_religion_totals, na.rm = TRUE)</code>. The downside with base R is that you’ll also need to convert the result into a dataframe for <code>ggplot</code> like this: <code>uk_census_2021_religion_totals &lt;- as.data.frame(uk_census_2021_religion_totals)</code></span>
 </dd>
 <dt data-target-cell="annotated-cell-13" data-target-annotation="3">3</dt>
 <dd>
-<span data-code-cell="annotated-cell-13" data-code-annotation="3" data-code-lines="4">In order to visualise this data using ggplot, we need to shift this data from wide to long format. This is a quick job using gather()</span>
+<span data-code-annotation="3" data-code-lines="4" data-code-cell="annotated-cell-13">In order to visualise this data using ggplot, we need to shift this data from wide to long format. This is a quick job using gather()</span>
 </dd>
 <dt data-target-cell="annotated-cell-13" data-target-annotation="4">4</dt>
 <dd>
-<span data-code-cell="annotated-cell-13" data-code-annotation="4" data-code-lines="5">Now plot it out and have a look!</span>
+<span data-code-annotation="4" data-code-lines="5" data-code-cell="annotated-cell-13">Now plot it out and have a look!</span>
 </dd>
 </dl>
 </div>
diff --git a/docs/chapter_2.html b/docs/chapter_2.html
index 8eb3c09..ed0ba8f 100644
--- a/docs/chapter_2.html
+++ b/docs/chapter_2.html
@@ -355,15 +355,15 @@ So <em>who’s</em> religious?
 <dl class="code-annotation-container-grid">
 <dt data-target-cell="annotated-cell-6" data-target-annotation="1">1</dt>
 <dd>
-<span data-code-cell="annotated-cell-6" data-code-annotation="1" data-code-lines="2">First we generate new a dataframe with sums per category and</span>
+<span data-code-cell="annotated-cell-6" data-code-lines="2" data-code-annotation="1">First we generate new a dataframe with sums per category and</span>
 </dd>
 <dt data-target-cell="annotated-cell-6" data-target-annotation="2">2</dt>
 <dd>
-<span data-code-cell="annotated-cell-6" data-code-annotation="2" data-code-lines="3">…sort in descending order</span>
+<span data-code-cell="annotated-cell-6" data-code-lines="3" data-code-annotation="2">…sort in descending order</span>
 </dd>
 <dt data-target-cell="annotated-cell-6" data-target-annotation="3">3</dt>
 <dd>
-<span data-code-cell="annotated-cell-6" data-code-annotation="3" data-code-lines="5">Then we add new column with percentages based on the sums you’ve just generated</span>
+<span data-code-cell="annotated-cell-6" data-code-lines="5" data-code-annotation="3">Then we add new column with percentages based on the sums you’ve just generated</span>
 </dd>
 </dl>
 </div>
diff --git a/docs/search.json b/docs/search.json
index 00820a3..3528722 100644
--- a/docs/search.json
+++ b/docs/search.json
@@ -60,7 +60,7 @@
     "href": "chapter_1.html#your-first-project-building-a-pie-chart",
     "title": "2  The 2021 UK Census",
     "section": "2.1 Your first project: building a pie chart",
-    "text": "2.1 Your first project: building a pie chart\nLet’s start by importing some data into R. Because R is what is called an object-oriented programming language, we’ll always take our information and give it a home inside a named object. There are many different kinds of objects, which you can specify, but usually R will assign a type that seems to fit best.\nIf you’d like to explore this all in a bit more depth, you can find a very helpful summary in R for Data Science, chapter 8, “data import”.\nIn the example below, we’re going to read in data from a comma separated value file (“csv”) which has rows of information on separate lines in a text file with each column separated by a comma. This is one of the standard plain text file formats. R has a function you can use to import this efficiently called “read.csv”. Each line of code in R usually starts with the object, and then follows with instructions on what we’re going to put inside it, where that comes from, and how to format it:\n\n# R Setup -----------------------------------------------------------------\nsetwd(\"/Users/kidwellj/gits/hacking_religion_textbook/hacking_religion\")\nlibrary(here) # much better way to manage working paths in R across multiple instances\n\nhere() starts at /Users/kidwellj/gits/hacking_religion_textbook\n\nlibrary(tidyverse)\n\n-- Attaching core tidyverse packages ------------------------ tidyverse 2.0.0 --\nv dplyr     1.1.3     v readr     2.1.4\nv forcats   1.0.0     v stringr   1.5.0\nv ggplot2   3.4.3     v tibble    3.2.1\nv lubridate 1.9.3     v tidyr     1.3.0\nv purrr     1.0.2     \n\n\n-- Conflicts ------------------------------------------ tidyverse_conflicts() --\nx dplyr::filter() masks stats::filter()\nx dplyr::lag()    masks stats::lag()\ni Use the conflicted package (&lt;http://conflicted.r-lib.org/&gt;) to force all conflicts to become errors\n\nhere::i_am(\"chapter_1.qmd\")\n\nhere() starts at /Users/kidwellj/gits/hacking_religion_textbook/hacking_religion\n\nuk_census_2021_religion &lt;- read.csv(here(\"example_data\", \"census2021-ts030-rgn.csv\")) \n\n\n2.1.1 Examining data:\nWhat’s in the table? You can take a quick look at either the top of the data frame, or the bottom using one of the following commands:\n\nhead(uk_census_2021_religion)\n\n                 geography   total no_religion christian buddhist  hindu jewish\n1               North East 2647012     1058122   1343948     7026  10924   4389\n2               North West 7417397     2419624   3895779    23028  49749  33285\n3 Yorkshire and The Humber 5480774     2161185   2461519    15803  29243   9355\n4            East Midlands 4880054     1950354   2214151    14521 120345   4313\n5            West Midlands 5950756     1955003   2770559    18804  88116   4394\n6                     East 6335072     2544509   2955071    26814  86631  42012\n  muslim   sikh other no_response\n1  72102   7206  9950      133345\n2 563105  11862 28103      392862\n3 442533  24034 23618      313484\n4 210766  53950 24813      286841\n5 569963 172398 31805      339714\n6 234744  24284 36380      384627\n\n\nThis is actually a fairly ugly table, so I’ll use an R tool called kable to give you prettier tables in the future, like this:\n\nknitr::kable(head(uk_census_2021_religion))\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\ngeography\ntotal\nno_religion\nchristian\nbuddhist\nhindu\njewish\nmuslim\nsikh\nother\nno_response\n\n\n\n\nNorth East\n2647012\n1058122\n1343948\n7026\n10924\n4389\n72102\n7206\n9950\n133345\n\n\nNorth West\n7417397\n2419624\n3895779\n23028\n49749\n33285\n563105\n11862\n28103\n392862\n\n\nYorkshire and The Humber\n5480774\n2161185\n2461519\n15803\n29243\n9355\n442533\n24034\n23618\n313484\n\n\nEast Midlands\n4880054\n1950354\n2214151\n14521\n120345\n4313\n210766\n53950\n24813\n286841\n\n\nWest Midlands\n5950756\n1955003\n2770559\n18804\n88116\n4394\n569963\n172398\n31805\n339714\n\n\nEast\n6335072\n2544509\n2955071\n26814\n86631\n42012\n234744\n24284\n36380\n384627\n\n\n\n\n\nYou can see how I’ve nested the previous command inside the kable command. For reference, in some cases when you’re working with really complex scripts with many different libraries and functions, they may end up with functions that have the same name. You can specify the library where the function is meant to come from by preceding it with :: as we’ve done knitr:: above. The same kind of output can be gotten using tail:\n\nknitr::kable(tail(uk_census_2021_religion))\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\ngeography\ntotal\nno_religion\nchristian\nbuddhist\nhindu\njewish\nmuslim\nsikh\nother\nno_response\n\n\n\n\n5\nWest Midlands\n5950756\n1955003\n2770559\n18804\n88116\n4394\n569963\n172398\n31805\n339714\n\n\n6\nEast\n6335072\n2544509\n2955071\n26814\n86631\n42012\n234744\n24284\n36380\n384627\n\n\n7\nLondon\n8799728\n2380404\n3577681\n77425\n453034\n145466\n1318754\n144543\n86759\n615662\n\n\n8\nSouth East\n9278068\n3733094\n4313319\n54433\n154748\n18682\n309067\n74348\n54098\n566279\n\n\n9\nSouth West\n5701186\n2513369\n2635872\n24579\n27746\n7387\n80152\n7465\n36884\n367732\n\n\n10\nWales\n3107494\n1446398\n1354773\n10075\n12242\n2044\n66947\n4048\n15926\n195041\n\n\n\n\n\n\n\n2.1.2 Parsing and Exploring your data\nThe first thing you’re going to want to do is to take a smaller subset of a large data set, either by filtering out certain columns or rows. Now let’s say we want to just work with the data from the West Midlands, and we’d like to omit some of the columns. We can choose a specific range of columns using select, like this:\nYou can use the filter command to do this. To give an example, filter can pick a single row in the following way:\n\nuk_census_2021_religion_wmids &lt;- uk_census_2021_religion %&gt;% \n  filter(geography==\"West Midlands\")  \n\nNow we’ll use select in a different way to narrow our data to specific columns that are needed (no totals!).\nSome readers will want to pause here and check out Hadley Wickham’s “R For Data Science” book, in the section, “Data visualisation” to get a fuller explanation of how to explore your data.\nIn keeping with my goal to demonstrate data science through examples, we’re going to move on to producing some snappy looking charts for this data."
+    "text": "2.1 Your first project: building a pie chart\nLet’s start by importing some data into R. Because R is what is called an object-oriented programming language, we’ll always take our information and give it a home inside a named object. There are many different kinds of objects, which you can specify, but usually R will assign a type that seems to fit best.\nIf you’d like to explore this all in a bit more depth, you can find a very helpful summary in R for Data Science, chapter 8, “data import”.\nIn the example below, we’re going to read in data from a comma separated value file (“csv”) which has rows of information on separate lines in a text file with each column separated by a comma. This is one of the standard plain text file formats. R has a function you can use to import this efficiently called “read.csv”. Each line of code in R usually starts with the object, and then follows with instructions on what we’re going to put inside it, where that comes from, and how to format it:\n\nsetwd(\"/Users/kidwellj/gits/hacking_religion_textbook/hacking_religion\")\nlibrary(here) # much better way to manage working paths in R across multiple instances\n\nhere() starts at /Users/kidwellj/gits/hacking_religion_textbook\n\nlibrary(tidyverse)\n\n-- Attaching core tidyverse packages ------------------------ tidyverse 2.0.0 --\nv dplyr     1.1.3     v readr     2.1.4\nv forcats   1.0.0     v stringr   1.5.0\nv ggplot2   3.4.3     v tibble    3.2.1\nv lubridate 1.9.3     v tidyr     1.3.0\nv purrr     1.0.2     \n\n\n-- Conflicts ------------------------------------------ tidyverse_conflicts() --\nx dplyr::filter() masks stats::filter()\nx dplyr::lag()    masks stats::lag()\ni Use the conflicted package (&lt;http://conflicted.r-lib.org/&gt;) to force all conflicts to become errors\n\nhere::i_am(\"chapter_1.qmd\")\n\nhere() starts at /Users/kidwellj/gits/hacking_religion_textbook/hacking_religion\n\nuk_census_2021_religion &lt;- read.csv(here(\"example_data\", \"census2021-ts030-rgn.csv\")) \n\n\n2.1.1 Examining data:\nWhat’s in the table? You can take a quick look at either the top of the data frame, or the bottom using one of the following commands:\n\nhead(uk_census_2021_religion)\n\n                 geography   total no_religion christian buddhist  hindu jewish\n1               North East 2647012     1058122   1343948     7026  10924   4389\n2               North West 7417397     2419624   3895779    23028  49749  33285\n3 Yorkshire and The Humber 5480774     2161185   2461519    15803  29243   9355\n4            East Midlands 4880054     1950354   2214151    14521 120345   4313\n5            West Midlands 5950756     1955003   2770559    18804  88116   4394\n6                     East 6335072     2544509   2955071    26814  86631  42012\n  muslim   sikh other no_response\n1  72102   7206  9950      133345\n2 563105  11862 28103      392862\n3 442533  24034 23618      313484\n4 210766  53950 24813      286841\n5 569963 172398 31805      339714\n6 234744  24284 36380      384627\n\n\nThis is actually a fairly ugly table, so I’ll use an R tool called kable to give you prettier tables in the future, like this:\n\nknitr::kable(head(uk_census_2021_religion))\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\ngeography\ntotal\nno_religion\nchristian\nbuddhist\nhindu\njewish\nmuslim\nsikh\nother\nno_response\n\n\n\n\nNorth East\n2647012\n1058122\n1343948\n7026\n10924\n4389\n72102\n7206\n9950\n133345\n\n\nNorth West\n7417397\n2419624\n3895779\n23028\n49749\n33285\n563105\n11862\n28103\n392862\n\n\nYorkshire and The Humber\n5480774\n2161185\n2461519\n15803\n29243\n9355\n442533\n24034\n23618\n313484\n\n\nEast Midlands\n4880054\n1950354\n2214151\n14521\n120345\n4313\n210766\n53950\n24813\n286841\n\n\nWest Midlands\n5950756\n1955003\n2770559\n18804\n88116\n4394\n569963\n172398\n31805\n339714\n\n\nEast\n6335072\n2544509\n2955071\n26814\n86631\n42012\n234744\n24284\n36380\n384627\n\n\n\n\n\nYou can see how I’ve nested the previous command inside the kable command. For reference, in some cases when you’re working with really complex scripts with many different libraries and functions, they may end up with functions that have the same name. You can specify the library where the function is meant to come from by preceding it with :: as we’ve done knitr:: above. The same kind of output can be gotten using tail:\n\nknitr::kable(tail(uk_census_2021_religion))\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\ngeography\ntotal\nno_religion\nchristian\nbuddhist\nhindu\njewish\nmuslim\nsikh\nother\nno_response\n\n\n\n\n5\nWest Midlands\n5950756\n1955003\n2770559\n18804\n88116\n4394\n569963\n172398\n31805\n339714\n\n\n6\nEast\n6335072\n2544509\n2955071\n26814\n86631\n42012\n234744\n24284\n36380\n384627\n\n\n7\nLondon\n8799728\n2380404\n3577681\n77425\n453034\n145466\n1318754\n144543\n86759\n615662\n\n\n8\nSouth East\n9278068\n3733094\n4313319\n54433\n154748\n18682\n309067\n74348\n54098\n566279\n\n\n9\nSouth West\n5701186\n2513369\n2635872\n24579\n27746\n7387\n80152\n7465\n36884\n367732\n\n\n10\nWales\n3107494\n1446398\n1354773\n10075\n12242\n2044\n66947\n4048\n15926\n195041\n\n\n\n\n\n\n\n2.1.2 Parsing and Exploring your data\nThe first thing you’re going to want to do is to take a smaller subset of a large data set, either by filtering out certain columns or rows. Now let’s say we want to just work with the data from the West Midlands, and we’d like to omit some of the columns. We can choose a specific range of columns using select, like this:\nYou can use the filter command to do this. To give an example, filter can pick a single row in the following way:\n\nuk_census_2021_religion_wmids &lt;- uk_census_2021_religion %&gt;% \n  filter(geography==\"West Midlands\")  \n\nNow we’ll use select in a different way to narrow our data to specific columns that are needed (no totals!).\nSome readers will want to pause here and check out Hadley Wickham’s “R For Data Science” book, in the section, “Data visualisation” to get a fuller explanation of how to explore your data.\nIn keeping with my goal to demonstrate data science through examples, we’re going to move on to producing some snappy looking charts for this data."
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diff --git a/docs/site_libs/bootstrap/bootstrap.min.css b/docs/site_libs/bootstrap/bootstrap.min.css
index d3c0f95..8a8099d 100644
--- a/docs/site_libs/bootstrap/bootstrap.min.css
+++ b/docs/site_libs/bootstrap/bootstrap.min.css
@@ -3,7 +3,7 @@
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  * Copyright 2011-2021 Twitter, Inc.
  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
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diff --git a/hacking_religion/_book/chapter_1.html b/hacking_religion/_book/chapter_1.html
index 4e0c6a2..5da2d00 100644
--- a/hacking_religion/_book/chapter_1.html
+++ b/hacking_religion/_book/chapter_1.html
@@ -246,9 +246,8 @@ div.csl-indent {
 <div class="page-columns page-full"><p></p><div class="no-row-height column-margin column-container"><span class="">If you’d like to explore this all in a bit more depth, you can find a very helpful summary in R for Data Science, chapter 8, <a href="https://r4ds.hadley.nz/data-import#reading-data-from-a-file">“data import”</a>.</span></div></div>
 <p>In the example below, we’re going to read in data from a comma separated value file (“csv”) which has rows of information on separate lines in a text file with each column separated by a comma. This is one of the standard plain text file formats. R has a function you can use to import this efficiently called “read.csv”. Each line of code in R usually starts with the object, and then follows with instructions on what we’re going to put inside it, where that comes from, and how to format it:</p>
 <div class="cell">
-<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="co"># R Setup -----------------------------------------------------------------</span></span>
-<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">setwd</span>(<span class="st">"/Users/kidwellj/gits/hacking_religion_textbook/hacking_religion"</span>)</span>
-<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(here) <span class="co"># much better way to manage working paths in R across multiple instances</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
+<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">setwd</span>(<span class="st">"/Users/kidwellj/gits/hacking_religion_textbook/hacking_religion"</span>)</span>
+<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">library</span>(here) <span class="co"># much better way to manage working paths in R across multiple instances</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stderr">
 <pre><code>here() starts at /Users/kidwellj/gits/hacking_religion_textbook</code></pre>
 </div>
@@ -576,7 +575,7 @@ i Use the conflicted package (&lt;http://conflicted.r-lib.org/&gt;) to force all
 <dl class="code-annotation-container-grid">
 <dt data-target-cell="annotated-cell-12" data-target-annotation="2">2</dt>
 <dd>
-<span data-code-cell="annotated-cell-12" data-code-annotation="2" data-code-lines="1">We’ll re-order the column by size.</span>
+<span data-code-annotation="2" data-code-lines="1" data-code-cell="annotated-cell-12">We’ll re-order the column by size.</span>
 </dd>
 </dl>
 </div>
@@ -599,19 +598,19 @@ i Use the conflicted package (&lt;http://conflicted.r-lib.org/&gt;) to force all
 <dl class="code-annotation-container-grid">
 <dt data-target-cell="annotated-cell-13" data-target-annotation="1">1</dt>
 <dd>
-<span data-code-cell="annotated-cell-13" data-code-annotation="1" data-code-lines="1">First, remove the column with region names and the totals for the regions as we want just integer data.</span>
+<span data-code-annotation="1" data-code-lines="1" data-code-cell="annotated-cell-13">First, remove the column with region names and the totals for the regions as we want just integer data.</span>
 </dd>
 <dt data-target-cell="annotated-cell-13" data-target-annotation="2">2</dt>
 <dd>
-<span data-code-cell="annotated-cell-13" data-code-annotation="2" data-code-lines="3">Second calculate the totals. In this example we use the tidyverse library <code>dplyr()</code>, but you can also do this using base R with <code>colsums()</code> like this: <code>uk_census_2021_religion_totals &lt;- colSums(uk_census_2021_religion_totals, na.rm = TRUE)</code>. The downside with base R is that you’ll also need to convert the result into a dataframe for <code>ggplot</code> like this: <code>uk_census_2021_religion_totals &lt;- as.data.frame(uk_census_2021_religion_totals)</code></span>
+<span data-code-annotation="2" data-code-lines="3" data-code-cell="annotated-cell-13">Second calculate the totals. In this example we use the tidyverse library <code>dplyr()</code>, but you can also do this using base R with <code>colsums()</code> like this: <code>uk_census_2021_religion_totals &lt;- colSums(uk_census_2021_religion_totals, na.rm = TRUE)</code>. The downside with base R is that you’ll also need to convert the result into a dataframe for <code>ggplot</code> like this: <code>uk_census_2021_religion_totals &lt;- as.data.frame(uk_census_2021_religion_totals)</code></span>
 </dd>
 <dt data-target-cell="annotated-cell-13" data-target-annotation="3">3</dt>
 <dd>
-<span data-code-cell="annotated-cell-13" data-code-annotation="3" data-code-lines="4">In order to visualise this data using ggplot, we need to shift this data from wide to long format. This is a quick job using gather()</span>
+<span data-code-annotation="3" data-code-lines="4" data-code-cell="annotated-cell-13">In order to visualise this data using ggplot, we need to shift this data from wide to long format. This is a quick job using gather()</span>
 </dd>
 <dt data-target-cell="annotated-cell-13" data-target-annotation="4">4</dt>
 <dd>
-<span data-code-cell="annotated-cell-13" data-code-annotation="4" data-code-lines="5">Now plot it out and have a look!</span>
+<span data-code-annotation="4" data-code-lines="5" data-code-cell="annotated-cell-13">Now plot it out and have a look!</span>
 </dd>
 </dl>
 </div>
diff --git a/hacking_religion/_book/site_libs/bootstrap/bootstrap.min.css b/hacking_religion/_book/site_libs/bootstrap/bootstrap.min.css
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--- a/hacking_religion/_book/site_libs/bootstrap/bootstrap.min.css
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a:hover{color:inherit;text-decoration:underline}ul.task-list{padding-left:1em}[data-tippy-root]{display:inline-block}.tippy-content .footnote-back{display:none}.quarto-embedded-source-code{display:none}.quarto-unresolved-ref{font-weight:600}.quarto-cover-image{max-width:35%;float:right;margin-left:30px}.cell-output-display .widget-subarea{margin-bottom:1em}.cell-output-display:not(.no-overflow-x),.knitsql-table:not(.no-overflow-x){overflow-x:auto}.panel-input{margin-bottom:1em}.panel-input>div,.panel-input>div>div{display:inline-block;vertical-align:top;padding-right:12px}.panel-input>p:last-child{margin-bottom:0}.layout-sidebar{margin-bottom:1em}.layout-sidebar .tab-content{border:none}.tab-content>.page-columns.active{display:grid}div.sourceCode>iframe{width:100%;height:300px;margin-bottom:-0.5em}div.ansi-escaped-output{font-family:monospace;display:block}/*!
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diff --git a/hacking_religion/_quarto.yml b/hacking_religion/_quarto.yml
index 92b9813..b94fc1b 100644
--- a/hacking_religion/_quarto.yml
+++ b/hacking_religion/_quarto.yml
@@ -20,6 +20,7 @@ bibliography: references.bib
 format:
   html:
     theme: cosmo
+    code-overflow: wrap
   pdf:
     documentclass: scrreprt
 
diff --git a/hacking_religion/chapter_1.qmd b/hacking_religion/chapter_1.qmd
index d6d43b4..17b9fb2 100644
--- a/hacking_religion/chapter_1.qmd
+++ b/hacking_religion/chapter_1.qmd
@@ -10,7 +10,8 @@ In the example below, we're going to read in data from a comma separated value f
 
 
 ```{r}
-# R Setup -----------------------------------------------------------------
+#| include: true
+#| label: fig-polar
 setwd("/Users/kidwellj/gits/hacking_religion_textbook/hacking_religion")
 library(here) # much better way to manage working paths in R across multiple instances
 library(tidyverse)