diff --git a/docs/itsTheCatsStupid.html b/docs/itsTheCatsStupid.html
index 663bb56716cfcd6ef0f1e04602e0260b23f480a7..7faff30a7ffebbe01539d74e6f1ccfa2882e5605 100644
--- a/docs/itsTheCatsStupid.html
+++ b/docs/itsTheCatsStupid.html
@@ -277,7 +277,7 @@ div.tocify {
<h1 class="title toc-ignore">#backOfaFagPacket: Its the Cats, stupid</h1>
<h3 class="subtitle">Does cat ownership correlate with home energy demand?</h3>
<h4 class="author">Ben Anderson</h4>
-<h4 class="date">Last run at: 2021-12-04 23:28:31</h4>
+<h4 class="date">Last run at: 2021-12-06 21:16:08</h4>
</div>
@@ -303,8 +303,7 @@ div.tocify {
<p>For now we’re using:</p>
<ul>
<li>postcode sector level estimates of cat ownership in the UK in 2015. Does such a thing exist? <a href="https://data.gov.uk/dataset/febd29ff-7e7d-4f82-9908-031f7f0e0860/cat-population-per-postcode-district">YEAH</a>! “<em>This dataset gives the mean estimate for population for each district, and was generated as part of the delivery of commissioned research. The data contained within this dataset are modelled figures, based on national estimates for pet population, and available information on Veterinary activity across GB. The data are accurate as of 01/01/2015. The data provided are summarised to the postcode district level. Further information on this research is available in a research publication by James Aegerter, David Fouracre & Graham C. Smith, discussing the structure and density of pet cat and dog populations across Great Britain.</em>â€</li>
-<li>LSOA level data on <a href="https://www.gov.uk/government/collections/sub-national-gas-consumption-data">gas</a> and <a href="https://www.gov.uk/government/collections/sub-national-electricity-consumption-data">electricity</a> ‘consumption’ at LSOA/SOA level for 2015 aggregated to postcode sectors</li>
-<li><a href="https://www.gov.uk/government/statistics/english-indices-of-deprivation-2019">Indices of Deprivation 2019</a> for England</li>
+<li>experimental postcode level data on domestic <a href="https://www.gov.uk/government/collections/sub-national-gas-consumption-data">gas</a> and <a href="https://www.gov.uk/government/collections/sub-national-electricity-consumption-data">electricity</a> ‘consumption’ for 2015 aggregated to postcode sectors</li>
</ul>
<pre class="r"><code># cats
cats_DT <- data.table::fread(paste0(dp, "UK_Animal and Plant Health Agency/APHA0372-Cat_Density_Postcode_District.csv"))
@@ -394,7 +393,7 @@ head(pc_district[, .(PostcodeDistrict, EstimatedCatPopulation, mean_Cats, nPostc
## 4: BS28 4034.58 8.945854 226 451
## 5: LA17 1341.85 8.886424 61 151
## 6: EH25 7489.82 8.884721 1 843</code></pre>
-<p>SA63 is in south west <a href="https://www.google.co.uk/maps/place/Clarbeston+Road+SA63/@51.8852685,-4.9147384,12z/data=!3m1!4b1!4m5!3m4!1s0x4868d5805b12efe5:0xca42ee4bc84a2f77!8m2!3d51.8900045!4d-4.8502065">Wales</a> while LL23 is on the edge of the Snowdonia National Park <a href="https://www.google.co.uk/maps/place/Bala+LL23/@52.8953768,-3.7752989,11z/data=!3m1!4b1!4m5!3m4!1s0x4865404ae1208f67:0x65a437b997c0dfb2!8m2!3d52.8825403!4d-3.6497989">Edinburgh</a>….</p>
+<p>SA63 is in south west <a href="https://www.google.co.uk/maps/place/Clarbeston+Road+SA63/@51.8852685,-4.9147384,12z/data=!3m1!4b1!4m5!3m4!1s0x4868d5805b12efe5:0xca42ee4bc84a2f77!8m2!3d51.8900045!4d-4.8502065">Wales</a> while LL23 is on the edge of the <a href="https://www.google.co.uk/maps/place/Bala+LL23/@52.8953768,-3.7752989,11z/data=!3m1!4b1!4m5!3m4!1s0x4865404ae1208f67:0x65a437b997c0dfb2!8m2!3d52.8825403!4d-3.6497989">Snowdonia National Park</a>….</p>
<div id="more-dwellings-more-cats" class="section level2" number="4.1">
<h2><span class="header-section-number">4.1</span> More dwellings, more cats?</h2>
<p>Is there a correlation between estimated total cats and the number of dwellings (electricity meters)?</p>
diff --git a/itsTheCatsStupid/itsTheCatsStupid.Rmd b/itsTheCatsStupid/itsTheCatsStupid.Rmd
index d10d5b2faf32471a312bb127ccaa0d90df0eade3..592a3d271e66565f565db8ac80a4abbf8997609e 100644
--- a/itsTheCatsStupid/itsTheCatsStupid.Rmd
+++ b/itsTheCatsStupid/itsTheCatsStupid.Rmd
@@ -54,8 +54,7 @@ Inspired by `@giulio_mattioli`'s [recent paper on the car dependence of dog owne
For now we're using:
* postcode sector level estimates of cat ownership in the UK in 2015. Does such a thing exist? [YEAH](https://data.gov.uk/dataset/febd29ff-7e7d-4f82-9908-031f7f0e0860/cat-population-per-postcode-district)! "_This dataset gives the mean estimate for population for each district, and was generated as part of the delivery of commissioned research. The data contained within this dataset are modelled figures, based on national estimates for pet population, and available information on Veterinary activity across GB. The data are accurate as of 01/01/2015. The data provided are summarised to the postcode district level. Further information on this research is available in a research publication by James Aegerter, David Fouracre & Graham C. Smith, discussing the structure and density of pet cat and dog populations across Great Britain._"
- * LSOA level data on [gas](https://www.gov.uk/government/collections/sub-national-gas-consumption-data) and [electricity](https://www.gov.uk/government/collections/sub-national-electricity-consumption-data) 'consumption' at LSOA/SOA level for 2015 aggregated to postcode sectors
- * [Indices of Deprivation 2019](https://www.gov.uk/government/statistics/english-indices-of-deprivation-2019) for England
+ * experimental postcode level data on domestic [gas](https://www.gov.uk/government/collections/sub-national-gas-consumption-data) and [electricity](https://www.gov.uk/government/collections/sub-national-electricity-consumption-data) 'consumption' for 2015 aggregated to postcode sectors
```{r loadCats}