diff --git a/.DS_Store b/.DS_Store
index 103dcbaec184a3937bb89ead9e39204757d3e949..ca7b718bfbfbf0c75e3117fdbacdc044f2baed10 100644
Binary files a/.DS_Store and b/.DS_Store differ
diff --git a/DESCRIPTION b/DESCRIPTION
index 9fcdfdf63013063617a922144176095135481a98..46437d481323dd953ebfe19e5c4c2e0299f985f2 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -10,4 +10,4 @@ Description: Code to support a paper on statistical power analysis.
 License: What license it uses
 Encoding: UTF-8
 LazyData: true
-RoxygenNote: 6.1.0
+RoxygenNote: 6.1.1
diff --git a/NAMESPACE b/NAMESPACE
index 2c11f074553c47785fc08442603b9e35c231dd3f..c6725184cadfb02107765f4e137691ed974a55da 100644
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -1,7 +1,7 @@
 # Generated by roxygen2: do not edit by hand
 
 export(estimateMeanEffectSizes)
-export(estimateProportionEffectSizes)
+export(estimateProportionSampleSizes)
 import(data.table)
 import(pwr)
 import(reshape2)
diff --git a/paper/.DS_Store b/code/.DS_Store
similarity index 100%
rename from paper/.DS_Store
rename to code/.DS_Store
diff --git a/paper/figs/statPowerEsts80means_All.png b/code/figs/statPowerEsts80means_All.png
similarity index 100%
rename from paper/figs/statPowerEsts80means_All.png
rename to code/figs/statPowerEsts80means_All.png
diff --git a/paper/figs/statPowerEsts80means_p0.01.png b/code/figs/statPowerEsts80means_p0.01.png
similarity index 100%
rename from paper/figs/statPowerEsts80means_p0.01.png
rename to code/figs/statPowerEsts80means_p0.01.png
diff --git a/code/makefile.R b/code/makefile.R
new file mode 100644
index 0000000000000000000000000000000000000000..6f91feac444e86673790cdaa2c534e0f0d172845
--- /dev/null
+++ b/code/makefile.R
@@ -0,0 +1,18 @@
+# run this to knit the .Rmd to an html file
+library(markdown)
+library(bookdown)
+library(dkUtils)
+
+library(weGotThePower)
+
+repoLoc <- dkUtils::findParentDirectory("weGotThePower")
+
+# this will fail if you do not have access to the UoO GREENGrid Data archive (via HCS)
+
+# it will also sometimes fail on the small sample section due to random processes. Just re-run it.
+
+rmdFile <- paste0(repoLoc, "/code/weGotThePower.Rmd")
+rmarkdown::render(input = rmdFile,
+                  output_format = "html_document2",
+                  output_file = paste0(repoLoc, "/output/weGotThePower.html")
+                  )
\ No newline at end of file
diff --git a/paper/weGotThePower.Rmd b/code/weGotThePower.Rmd
similarity index 99%
rename from paper/weGotThePower.Rmd
rename to code/weGotThePower.Rmd
index 74db3c8e835ecd97d4e6b77295dc4a6d9c499421..a04670ac7d94f79c76f7d1ce9ea9ec606939b1a5 100644
--- a/paper/weGotThePower.Rmd
+++ b/code/weGotThePower.Rmd
@@ -468,12 +468,11 @@ linkedTestDT <- linkedTestDT[season == "Winter" & !is.na(nPeople)]
 
 # create small sample - be warned, this is a random process so you will get different results each time you run it
 
-smallTestDT <- sample_frac(linkedTestDT, 2, replace = TRUE)
+smallTestDT <- data.table::as.data.table(sample_frac(linkedTestDT, 2, replace = TRUE))
 
 t <- smallTestDT[, .("mean W" = mean(meanW),
                      "sd W" = sd(meanW),
-                     "n households" = .N),
-                 keyby = .(nPeople)]
+                     "n households" = .N), keyby = .(nPeople)]
 
 knitr::kable(t, caption = "Number of households and summary statistics per group (winter heat pump use)")
 ```
@@ -574,7 +573,7 @@ Now:
 ```{r creatLargeN}
 # fix.
 # we just randomly re-sample the GREEN Grid data
-largeTestDT <- sample_frac(linkedTestDT, 40, replace = TRUE)
+largeTestDT <- data.table::as.data.table(sample_frac(linkedTestDT, 40, replace = TRUE))
 
 t <- largeTestDT[, .("mean W" = mean(meanW),
                      "sd W" = sd(meanW),
diff --git a/docs/Readme.md b/docs/Readme.md
deleted file mode 100644
index c71b894461023307a00e068d62b534e7728c6b8e..0000000000000000000000000000000000000000
--- a/docs/Readme.md
+++ /dev/null
@@ -1,7 +0,0 @@
-# We Got The Power: Analysis for a short paper on statistical power & statistical significance
-
-And the various confusions that arise...
-
- * Latest draft: 
-   * [.Rmd](https://github.com/dataknut/weGotThePower/blob/master/paper/weGotThePower.Rmd) code (mostly stats & notes, little text)
-   * [.html](weGotThePower.html) output (as above)
diff --git a/docs/_config.yml b/docs/_config.yml
deleted file mode 100644
index c7418817439b2f071c93a4a6cee831e996123c0b..0000000000000000000000000000000000000000
--- a/docs/_config.yml
+++ /dev/null
@@ -1 +0,0 @@
-theme: jekyll-theme-slate
\ No newline at end of file
diff --git a/man/estimateMeanEffectSizes.Rd b/man/estimateMeanEffectSizes.Rd
index 6391f2bbab9ba0b51bf378e99d6d27387d6f8924..b3bd11894fe8addad84ef1cfe9567ebfc840e6b5 100644
--- a/man/estimateMeanEffectSizes.Rd
+++ b/man/estimateMeanEffectSizes.Rd
@@ -22,7 +22,7 @@ estimateMeanEffectSizes(mean, sd, samples, power)
 Returns a data.table of effect sizes for a given sample size. Calculates these for p = 0.01, 0.05, 0.1 & 0.2. Pick out the ones you want.
 }
 \seealso{
-Other Power functions: \code{\link{estimateProportionEffectSizes}}
+Other Power functions: \code{\link{estimateProportionSampleSizes}}
 }
 \author{
 Ben Anderson, \email{b.anderson@soton.ac.uk}
diff --git a/man/estimateProportionEffectSizes.Rd b/man/estimateProportionSampleSizes.Rd
similarity index 76%
rename from man/estimateProportionEffectSizes.Rd
rename to man/estimateProportionSampleSizes.Rd
index c30cf1d7d9f782a4c3e96cedf2a761ab08111079..618aaa38690d281f67dde22adde4b2b52eabc255 100644
--- a/man/estimateProportionEffectSizes.Rd
+++ b/man/estimateProportionSampleSizes.Rd
@@ -1,19 +1,19 @@
 % Generated by roxygen2: do not edit by hand
 % Please edit documentation in R/power.R
-\name{estimateProportionEffectSizes}
-\alias{estimateProportionEffectSizes}
+\name{estimateProportionSampleSizes}
+\alias{estimateProportionSampleSizes}
 \title{Estimate detectable proportion differences for given sample sizes using statistical power analysis}
 \usage{
-estimateProportionEffectSizes(samples, power)
+estimateProportionSampleSizes(p1, p2, samples, power)
 }
 \arguments{
+\item{p1}{the estimated proportion in sample 1}
+
 \item{samples}{a list of sample sizes to iterate over}
 
 \item{power}{power value to use}
 
-\item{mean}{the estimated mean value to use}
-
-\item{sd}{the estimated stadnard deviation to use}
+\item{sd}{the estimated proportion in sample 2}
 }
 \description{
 \code{estimateProportionEffectSizes} calculates required sample sizes for a given set of p values and samples.
diff --git a/docs/.DS_Store b/output/.DS_Store
similarity index 100%
rename from docs/.DS_Store
rename to output/.DS_Store
diff --git a/docs/weGotThePower.html b/output/weGotThePower.html
similarity index 88%
rename from docs/weGotThePower.html
rename to output/weGotThePower.html
index 9045918dac503814fc9475412065346639deba08..fcb0df1be4f933c5ab98ecb203e680ee32c9c4f3 100644
--- a/docs/weGotThePower.html
+++ b/output/weGotThePower.html
@@ -97,6 +97,9 @@ img {
 button.code-folding-btn:focus {
   outline: none;
 }
+summary {
+  display: list-item;
+}
 </style>
 
 
@@ -104,10 +107,71 @@ button.code-folding-btn:focus {
 <div class="container-fluid main-container">
 
 <!-- tabsets -->
+
+<style type="text/css">
+.tabset-dropdown > .nav-tabs {
+  display: inline-table;
+  max-height: 500px;
+  min-height: 44px;
+  overflow-y: auto;
+  background: white;
+  border: 1px solid #ddd;
+  border-radius: 4px;
+}
+
+.tabset-dropdown > .nav-tabs > li.active:before {
+  content: "";
+  font-family: 'Glyphicons Halflings';
+  display: inline-block;
+  padding: 10px;
+  border-right: 1px solid #ddd;
+}
+
+.tabset-dropdown > .nav-tabs.nav-tabs-open > li.active:before {
+  content: "";
+  border: none;
+}
+
+.tabset-dropdown > .nav-tabs.nav-tabs-open:before {
+  content: "";
+  font-family: 'Glyphicons Halflings';
+  display: inline-block;
+  padding: 10px;
+  border-right: 1px solid #ddd;
+}
+
+.tabset-dropdown > .nav-tabs > li.active {
+  display: block;
+}
+
+.tabset-dropdown > .nav-tabs > li > a,
+.tabset-dropdown > .nav-tabs > li > a:focus,
+.tabset-dropdown > .nav-tabs > li > a:hover {
+  border: none;
+  display: inline-block;
+  border-radius: 4px;
+}
+
+.tabset-dropdown > .nav-tabs.nav-tabs-open > li {
+  display: block;
+  float: none;
+}
+
+.tabset-dropdown > .nav-tabs > li {
+  display: none;
+}
+</style>
+
 <script>
 $(document).ready(function () {
   window.buildTabsets("TOC");
 });
+
+$(document).ready(function () {
+  $('.tabset-dropdown > .nav-tabs > li').click(function () {
+    $(this).parent().toggleClass('nav-tabs-open')
+  });
+});
 </script>
 
 <!-- code folding -->
@@ -116,7 +180,6 @@ $(document).ready(function () {
 
 
 
-
 <div class="fluid-row" id="header">
 
 
@@ -124,7 +187,7 @@ $(document).ready(function () {
 <h1 class="title toc-ignore">Statistical Power, Statistical Significance, Study Design and Decision Making: A Worked Example</h1>
 <h3 class="subtitle"><em>Sizing Demand Response Trials in New Zealand</em></h3>
 <h4 class="author"><em>Ben Anderson, Tom Rushby, Abubakr Bahaj and Patrick James (Contact: <a href="mailto:b.anderson@soton.ac.uk">b.anderson@soton.ac.uk</a>, <code>@dataknut</code>)</em></h4>
-<h4 class="date"><em>Last run at: 2019-01-09 12:48:45</em></h4>
+<h4 class="date"><em>Last run at: 2019-02-19 18:37:31</em></h4>
 
 </div>
 
@@ -135,7 +198,7 @@ $(document).ready(function () {
 <div id="license" class="section level2">
 <h2><span class="header-section-number">1.1</span> License</h2>
 <p>This work is (c) the author(s).</p>
-<p><img src="data:image/png;base64,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" title="License" alt="License" /> This work is licensed under a <a rel="license" href><a href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</a> unless otherwise marked.</p>
+<p><img src="data:image/png;base64,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" title="License" alt="License" /> This work is licensed under a <a rel="license" href><a href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</a> unless otherwise marked.</p>
 <p>For the avoidance of doubt and explanation of terms please refer to the full <a href="https://creativecommons.org/licenses/by/4.0/">license notice</a> and <a href="https://creativecommons.org/licenses/by/4.0/legalcode">legal code</a>.</p>
 </div>
 <div id="citation" class="section level2">
@@ -337,7 +400,7 @@ $(document).ready(function () {
 <pre><code>## Loading: /Volumes/hum-csafe/Research Projects/GREEN Grid/Packaged Data for Sharing Externally/ReShare/reshare_v1.0/ggHouseholdAttributesSafe.csv.zip</code></pre>
 <pre><code>## Parsed with column specification:
 ## cols(
-##   .default = col_integer(),
+##   .default = col_double(),
 ##   linkID = col_character(),
 ##   hasApplianceSummary = col_character(),
 ##   Oven = col_character(),
@@ -354,11 +417,11 @@ $(document).ready(function () {
 ##   `Heated towel rails` = col_character(),
 ##   `PV Inverter` = col_character(),
 ##   `Energy Storage` = col_character(),
-##   `Other Generation Device` = col_character(),
+##   `Other Generation Device` = col_logical(),
 ##   hasLongSurvey = col_character(),
-##   Q14_1 = col_double(),
-##   Q19_2 = col_character()
-##   # ... with 11 more columns
+##   Q19_2 = col_logical(),
+##   Q19_5 = col_logical()
+##   # ... with 10 more columns
 ## )</code></pre>
 <pre><code>## See spec(...) for full column specifications.</code></pre>
 <table>
@@ -826,32 +889,32 @@ Figure 4.2: Power analysis results (power = 0.8)
 <tbody>
 <tr class="odd">
 <td align="left">1</td>
-<td align="right">18.29625</td>
-<td align="right">0.00000</td>
-<td align="right">3</td>
+<td align="right">260.2741</td>
+<td align="right">135.26975</td>
+<td align="right">5</td>
 </tr>
 <tr class="even">
 <td align="left">2</td>
-<td align="right">299.41341</td>
-<td align="right">68.13432</td>
-<td align="right">6</td>
+<td align="right">243.5189</td>
+<td align="right">30.20443</td>
+<td align="right">7</td>
 </tr>
 <tr class="odd">
 <td align="left">3</td>
-<td align="right">450.54791</td>
-<td align="right">309.95632</td>
-<td align="right">13</td>
+<td align="right">549.5341</td>
+<td align="right">319.97555</td>
+<td align="right">9</td>
 </tr>
 <tr class="even">
 <td align="left">4+</td>
-<td align="right">427.52798</td>
-<td align="right">269.64190</td>
-<td align="right">28</td>
+<td align="right">432.8072</td>
+<td align="right">279.30838</td>
+<td align="right">29</td>
 </tr>
 </tbody>
 </table>
 <p>So a sample of 50.</p>
-<p><img 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" 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" width="672" /></p>
 <p>T test 1 &lt;-&gt; 3</p>
 <table>
 <caption><span id="tab:tTestTabG1">Table 5.2: </span>T test results (1 vs 3)</caption>
@@ -868,21 +931,21 @@ Figure 4.2: Power analysis results (power = 0.8)
 </thead>
 <tbody>
 <tr class="odd">
-<td align="right">18.29625</td>
-<td align="right">450.5479</td>
-<td align="right">-432.2517</td>
-<td align="right">-5.028145</td>
-<td align="right">0.0002951</td>
-<td align="right">-619.5564</td>
-<td align="right">-244.9469</td>
+<td align="right">260.2741</td>
+<td align="right">549.5341</td>
+<td align="right">-289.2599</td>
+<td align="right">-2.358998</td>
+<td align="right">0.036821</td>
+<td align="right">-557.5082</td>
+<td align="right">-21.01171</td>
 </tr>
 </tbody>
 </table>
-<p>The results show that the mean power demand for the control group was 450.55W and for Intervention 1 was 18.3W. This is a (very) large difference in the mean of 432.25. The results of the t test are:</p>
+<p>The results show that the mean power demand for the control group was 549.53W and for Intervention 1 was 260.27W. This is a (very) large difference in the mean of 289.26. The results of the t test are:</p>
 <ul>
-<li>effect size = 432W or 96% representing a <em>substantial bang for buck</em> for whatever caused the difference;</li>
-<li>95% confidence interval for the test = -619.56 to -244.95 representing <em>considerable</em> uncertainty/variation;</li>
-<li>p value of 0 representing a <em>relatively low</em> risk of a false positive result but which (just) fails the conventional p &lt; 0.05 threshold.</li>
+<li>effect size = 289W or 53% representing a <em>substantial bang for buck</em> for whatever caused the difference;</li>
+<li>95% confidence interval for the test = -557.51 to -21.01 representing <em>considerable</em> uncertainty/variation;</li>
+<li>p value of 0.037 representing a <em>relatively low</em> risk of a false positive result but which (just) fails the conventional p &lt; 0.05 threshold.</li>
 </ul>
 <p>T test 1 &lt;-&gt; 4+</p>
 <table>
@@ -900,21 +963,21 @@ Figure 4.2: Power analysis results (power = 0.8)
 </thead>
 <tbody>
 <tr class="odd">
-<td align="right">18.29625</td>
-<td align="right">427.528</td>
-<td align="right">-409.2317</td>
-<td align="right">-8.030839</td>
-<td align="right">0</td>
-<td align="right">-513.7879</td>
-<td align="right">-304.6755</td>
+<td align="right">260.2741</td>
+<td align="right">432.8072</td>
+<td align="right">-172.5331</td>
+<td align="right">-2.165191</td>
+<td align="right">0.0528381</td>
+<td align="right">-347.5762</td>
+<td align="right">2.509981</td>
 </tr>
 </tbody>
 </table>
 <p>Now:</p>
 <ul>
-<li>effect size = 409W or 95.72% representing a still <em>reasonable bang for buck</em> for whatever caused the difference;</li>
-<li>95% confidence interval for the test = -513.79 to -304.68 representing <em>even greater</em> uncertainty/variation;</li>
-<li>p value of 0 representing a <em>higher</em> risk of a false positive result which fails the conventional p &lt; 0.05 threshold and also the less conservative p &lt; 0.1.</li>
+<li>effect size = 173W or 39.86% representing a still <em>reasonable bang for buck</em> for whatever caused the difference;</li>
+<li>95% confidence interval for the test = -347.58 to 2.51 representing <em>even greater</em> uncertainty/variation;</li>
+<li>p value of 0.053 representing a <em>higher</em> risk of a false positive result which fails the conventional p &lt; 0.05 threshold and also the less conservative p &lt; 0.1.</li>
 </ul>
 </div>
 <div id="getting-it-right" class="section level2">
@@ -935,33 +998,33 @@ Figure 4.2: Power analysis results (power = 0.8)
 <tbody>
 <tr class="odd">
 <td align="left">1</td>
-<td align="right">122.1301</td>
-<td align="right">144.69935</td>
-<td align="right">67</td>
+<td align="right">171.1944</td>
+<td align="right">152.06488</td>
+<td align="right">91</td>
 </tr>
 <tr class="even">
 <td align="left">2</td>
-<td align="right">283.0877</td>
-<td align="right">64.17512</td>
-<td align="right">169</td>
+<td align="right">285.4655</td>
+<td align="right">60.94574</td>
+<td align="right">149</td>
 </tr>
 <tr class="odd">
 <td align="left">3</td>
-<td align="right">471.7397</td>
-<td align="right">279.48440</td>
-<td align="right">272</td>
+<td align="right">474.2346</td>
+<td align="right">274.00976</td>
+<td align="right">297</td>
 </tr>
 <tr class="even">
 <td align="left">4+</td>
-<td align="right">403.8026</td>
-<td align="right">259.88392</td>
-<td align="right">492</td>
+<td align="right">435.3399</td>
+<td align="right">270.75666</td>
+<td align="right">463</td>
 </tr>
 </tbody>
 </table>
 <p>So n = 1000</p>
 <div class="figure"><span id="fig:largeNmeanDiffs"></span>
-<img 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" alt="Mean W demand per group for large sample (Error bars = 95% confidence intervals for the sample mean)" width="672" />
+<img 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" alt="Mean W demand per group for large sample (Error bars = 95% confidence intervals for the sample mean)" width="672" />
 <p class="caption">
 Figure 5.1: Mean W demand per group for large sample (Error bars = 95% confidence intervals for the sample mean)
 </p>
@@ -982,20 +1045,20 @@ Figure 5.1: Mean W demand per group for large sample (Error bars = 95% confidenc
 </thead>
 <tbody>
 <tr class="odd">
-<td align="right">122.1301</td>
-<td align="right">471.7397</td>
-<td align="right">-349.6096</td>
-<td align="right">-14.27655</td>
+<td align="right">171.1944</td>
+<td align="right">474.2346</td>
+<td align="right">-303.0403</td>
+<td align="right">-13.45974</td>
 <td align="right">0</td>
-<td align="right">-397.8959</td>
-<td align="right">-301.3234</td>
+<td align="right">-347.3629</td>
+<td align="right">-258.7177</td>
 </tr>
 </tbody>
 </table>
 <p>In this case:</p>
 <ul>
-<li>effect size = 349.6096246W or 74.11% representing a still <em>reasonable bang for buck</em> for whatever caused the difference;</li>
-<li>95% confidence interval for the test = -397.9 to -301.32 representing <em>much less</em> uncertainty/variation;</li>
+<li>effect size = 303.0402585W or 63.9% representing a still <em>reasonable bang for buck</em> for whatever caused the difference;</li>
+<li>95% confidence interval for the test = -347.36 to -258.72 representing <em>much less</em> uncertainty/variation;</li>
 <li>p value of 0 representing a <em>very low</em> risk of a false positive result as it passes all conventional thresholds.</li>
 </ul>
 <p>re-run T tests 1 person vs 4+</p>
@@ -1014,20 +1077,20 @@ Figure 5.1: Mean W demand per group for large sample (Error bars = 95% confidenc
 </thead>
 <tbody>
 <tr class="odd">
-<td align="right">122.1301</td>
-<td align="right">403.8026</td>
-<td align="right">-281.6726</td>
-<td align="right">-13.28139</td>
+<td align="right">171.1944</td>
+<td align="right">435.3399</td>
+<td align="right">-264.1455</td>
+<td align="right">-13.00654</td>
 <td align="right">0</td>
-<td align="right">-323.6205</td>
-<td align="right">-239.7246</td>
+<td align="right">-304.1695</td>
+<td align="right">-224.1215</td>
 </tr>
 </tbody>
 </table>
 <p>In this case:</p>
 <ul>
-<li>effect size = 281.6725849W or 69.76% representing a still <em>reasonable bang for buck</em> for whatever caused the difference;</li>
-<li>95% confidence interval for the test = -323.62 to -239.72 representing <em>much less</em> uncertainty/variation;</li>
+<li>effect size = 264.1454873W or 60.68% representing a still <em>reasonable bang for buck</em> for whatever caused the difference;</li>
+<li>95% confidence interval for the test = -304.17 to -224.12 representing <em>much less</em> uncertainty/variation;</li>
 <li>p value of 0 representing a <em>very low</em> risk of a false positive result as it passes all conventional thresholds.</li>
 </ul>
 </div>
@@ -1049,7 +1112,7 @@ Figure 5.1: Mean W demand per group for large sample (Error bars = 95% confidenc
 </div>
 <div id="runtime" class="section level1">
 <h1><span class="header-section-number">8</span> Runtime</h1>
-<p>Analysis completed in 39.65 seconds ( 0.66 minutes) using <a href="https://cran.r-project.org/package=knitr">knitr</a> in <a href="http://www.rstudio.com">RStudio</a> with R version 3.5.1 (2018-07-02) running on x86_64-apple-darwin15.6.0.</p>
+<p>Analysis completed in 55.18 seconds ( 0.92 minutes) using <a href="https://cran.r-project.org/package=knitr">knitr</a> in <a href="http://www.rstudio.com">RStudio</a> with R version 3.5.1 (2018-07-02) running on x86_64-apple-darwin15.6.0.</p>
 </div>
 <div id="r-environment" class="section level1">
 <h1><span class="header-section-number">9</span> R environment</h1>
@@ -1082,29 +1145,28 @@ Figure 5.1: Mean W demand per group for large sample (Error bars = 95% confidenc
 ## [1] stats     graphics  grDevices utils     datasets  methods   base     
 ## 
 ## other attached packages:
-##  [1] markdown_0.8       knitr_1.20         GREENGridData_1.0 
-##  [4] pwr_1.2-2          forcats_0.3.0      broom_0.5.0       
-##  [7] lubridate_1.7.4    readr_1.1.1        ggplot2_3.1.0     
-## [10] dplyr_0.7.7        data.table_1.11.8  dkUtils_0.0.0.9000
-## [13] bookdown_0.7      
+##  [1] knitr_1.21         GREENGridData_1.0  pwr_1.2-2         
+##  [4] forcats_0.4.0      broom_0.5.1        lubridate_1.7.4   
+##  [7] readr_1.3.1        ggplot2_3.1.0      dplyr_0.8.0.1     
+## [10] data.table_1.12.0  weGotThePower_0.1  dkUtils_0.0.0.9000
+## [13] bookdown_0.9       markdown_0.9      
 ## 
 ## loaded via a namespace (and not attached):
-##  [1] progress_1.2.0    tidyselect_0.2.5  xfun_0.4         
-##  [4] reshape2_1.4.3    purrr_0.2.5       lattice_0.20-35  
-##  [7] colorspace_1.3-2  htmltools_0.3.6   yaml_2.2.0       
-## [10] rlang_0.3.0.1     pillar_1.3.0      glue_1.3.0       
-## [13] withr_2.1.2       readxl_1.1.0      bindrcpp_0.2.2   
-## [16] bindr_0.1.1       plyr_1.8.4        stringr_1.3.1    
-## [19] munsell_0.5.0     gtable_0.2.0      cellranger_1.1.0 
-## [22] evaluate_0.12     labeling_0.3      highr_0.7        
-## [25] Rcpp_0.12.19      scales_1.0.0      backports_1.1.2  
-## [28] weGotThePower_0.1 hms_0.4.2         digest_0.6.18    
-## [31] stringi_1.2.4     grid_3.5.1        rprojroot_1.3-2  
-## [34] tools_3.5.1       magrittr_1.5      lazyeval_0.2.1   
-## [37] tibble_1.4.2      crayon_1.3.4      tidyr_0.8.1      
-## [40] pkgconfig_2.0.2   rsconnect_0.8.8   prettyunits_1.0.2
-## [43] assertthat_0.2.0  rmarkdown_1.10    rstudioapi_0.8   
-## [46] R6_2.3.0          nlme_3.1-137      compiler_3.5.1</code></pre>
+##  [1] Rcpp_1.0.0        highr_0.7         cellranger_1.1.0 
+##  [4] compiler_3.5.1    pillar_1.3.1      plyr_1.8.4       
+##  [7] prettyunits_1.0.2 progress_1.2.0    tools_3.5.1      
+## [10] digest_0.6.18     lattice_0.20-38   nlme_3.1-137     
+## [13] evaluate_0.13     tibble_2.0.1      gtable_0.2.0     
+## [16] pkgconfig_2.0.2   rlang_0.3.1       yaml_2.2.0       
+## [19] xfun_0.4          withr_2.1.2       stringr_1.4.0    
+## [22] generics_0.0.2    hms_0.4.2         grid_3.5.1       
+## [25] tidyselect_0.2.5  glue_1.3.0        R6_2.4.0         
+## [28] readxl_1.3.0      rmarkdown_1.11    tidyr_0.8.2      
+## [31] reshape2_1.4.3    purrr_0.3.0       magrittr_1.5     
+## [34] ellipsis_0.0.2    backports_1.1.3   scales_1.0.0     
+## [37] htmltools_0.3.6   assertthat_0.2.0  colorspace_1.4-0 
+## [40] labeling_0.3      stringi_1.3.1     lazyeval_0.2.1   
+## [43] munsell_0.5.0     crayon_1.3.4</code></pre>
 </div>
 <div id="references" class="section level1 unnumbered">
 <h1>References</h1>
diff --git a/paper/makePages.R b/paper/makePages.R
deleted file mode 100644
index d62c0e8086c9d16d2d165404a4cebec6a475a13a..0000000000000000000000000000000000000000
--- a/paper/makePages.R
+++ /dev/null
@@ -1,13 +0,0 @@
-# run this to knit the .Rmd to an html file in the docs/ directory for github pages
-library(markdown)
-library(bookdown)
-library(dkUtils)
-
-myParams$repoLoc <- dkUtils::findParentDirectory("weGotThePower")
-
-rmdFile <- paste0(myParams$repoLoc, "/paper/weGotThePower.Rmd")
-rmarkdown::render(input = rmdFile,
-                  output_format = "html_document2",
-                  output_file = paste0(myParams$repoLoc, "/docs/weGotThePower.html")
-
-)
\ No newline at end of file