diff --git a/EPCsAndCarbon/epcChecks.Rmd b/EPCsAndCarbon/epcChecks.Rmd
index 3aef5ce382927cc45fea267ab9b7f91faff624d8..8bd0a3ac96b05ee5f21a765641b6ea186eead07d 100644
--- a/EPCsAndCarbon/epcChecks.Rmd
+++ b/EPCsAndCarbon/epcChecks.Rmd
@@ -606,7 +606,7 @@ kableExtra::kable(t2, caption = "Southampton MSOAs: BEIS 2018 energy data ordere
 
 # Save MSOA aggregates for re-use
 
-Finally we save the MSOA table into the repo data directory for future use. We don;t usually advocate keeping data in a git repo but this is small, aggregated and [mostly harmless](https://en.wikipedia.org/wiki/Mostly_Harmless).
+Finally we save the MSOA table into the repo data directory for future use. We don't usually advocate keeping data in a git repo but this is small, aggregated and [mostly harmless](https://en.wikipedia.org/wiki/Mostly_Harmless).
 
 ```{r, saveMSOA}
 of <-  here::here("data", "sotonMSOAdata.csv")
diff --git a/docs/carbonCosts.html b/docs/carbonCosts.html
index 76ee66214055feecd8e9b8c644afbbd7c879c40b..d6dc7a7c4810bcf529051092be64a8444fabb6f6 100644
--- a/docs/carbonCosts.html
+++ b/docs/carbonCosts.html
@@ -1855,7 +1855,7 @@ div.tocify {
 <h1 class="title toc-ignore">Exploring scenarios for a residential dwellings Carbon Tax</h1>
 <h3 class="subtitle">Southampton as a case study</h3>
 <h4 class="author">Ben Anderson</h4>
-<h4 class="date">Last run at: 2020-11-10 17:29:17</h4>
+<h4 class="date">Last run at: 2020-11-10 17:31:29</h4>
 
 </div>
 
diff --git a/docs/epcChecks.html b/docs/epcChecks.html
index 106a9de6e0ce5d95701ef9e7ce5e3084c5fee46c..80f27998bdb1cbf2a520e4cf3525a3c6b1413cac 100644
--- a/docs/epcChecks.html
+++ b/docs/epcChecks.html
@@ -1855,7 +1855,7 @@ div.tocify {
 <h1 class="title toc-ignore">Checking EPC datasets for Southampton</h1>
 <h3 class="subtitle">Data cleaning, outlier checks and coverage analysis</h3>
 <h4 class="author">Ben Anderson</h4>
-<h4 class="date">Last run at: 2020-11-10 17:26:27</h4>
+<h4 class="date">Last run at: 2020-11-10 17:31:09</h4>
 
 </div>
 
@@ -5346,7 +5346,7 @@ E02003553
 </div>
 <div id="save-msoa-aggregates-for-re-use" class="section level1">
 <h1><span class="header-section-number">6</span> Save MSOA aggregates for re-use</h1>
-<p>Finally we save the MSOA table into the repo data directory for future use. We don;t usually advocate keeping data in a git repo but this is small, aggregated and <a href="https://en.wikipedia.org/wiki/Mostly_Harmless">mostly harmless</a>.</p>
+<p>Finally we save the MSOA table into the repo data directory for future use. We don’t usually advocate keeping data in a git repo but this is small, aggregated and <a href="https://en.wikipedia.org/wiki/Mostly_Harmless">mostly harmless</a>.</p>
 <pre class="r"><code>of &lt;-  here::here(&quot;data&quot;, &quot;sotonMSOAdata.csv&quot;)
 
 data.table::fwrite(sotonMSOA_DT, of)