diff --git a/README.Rmd b/README.Rmd
index 902e8291..6dac1dd8 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -15,9 +15,9 @@ knitr::opts_chunk$set(
 
 [![R-CMD-check](https://github.com/epiforecasts/covidregionaldata/workflows/R-CMD-check/badge.svg)](https://github.com/epiforecasts/covidregionaldata/actions) [![Codecov test coverage](https://codecov.io/gh/epiforecasts/covidregionaldata/branch/master/graph/badge.svg)](https://codecov.io/gh/epiforecasts/covidregionaldata?branch=master) [![Data status](https://img.shields.io/badge/Data-status-lightblue.svg?style=flat)](https://epiforecasts.io/covidregionaldata/articles/supported-countries.html) [![metacran downloads](http://cranlogs.r-pkg.org/badges/grand-total/covidregionaldata?color=ff69b4)](https://cran.r-project.org/package=covidregionaldata)
 
-[![MIT license](https://img.shields.io/badge/License-MIT-blue.svg)](https://github.com/epiforecasts/covidregionaldata/blob/master/LICENSE.md/)   [![GitHub contributors](https://img.shields.io/github/contributors/epiforecasts/covidregionaldata)](https://github.com/epiforecasts/covidregionaldata/graphs/contributors)  [![Discord](https://img.shields.io/discord/864828485981306890?logo=Discord)](https://discord.gg/9YPDDADVt3)  [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-yellow.svg)](https://makeapullrequest.com/) [![GitHub commits](https://img.shields.io/github/commits-since/epiforecasts/covidregionaldata/0.9.2.svg?color=orange)](https://GitHub.com/epiforecasts/covidregionaldata/commit/master/) [![DOI](https://zenodo.org/badge/271601189.svg)](https://zenodo.org/badge/latestdoi/271601189) 
+[![MIT license](https://img.shields.io/badge/License-MIT-blue.svg)](https://github.com/epiforecasts/covidregionaldata/blob/master/LICENSE.md/)   [![GitHub contributors](https://img.shields.io/github/contributors/epiforecasts/covidregionaldata)](https://github.com/epiforecasts/covidregionaldata/graphs/contributors)  [![Discord](https://img.shields.io/discord/864828485981306890?logo=Discord)](https://discord.gg/9YPDDADVt3)  [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-yellow.svg)](https://makeapullrequest.com/) [![GitHub commits](https://img.shields.io/github/commits-since/epiforecasts/covidregionaldata/0.9.2.svg?color=orange)](https://GitHub.com/epiforecasts/covidregionaldata/commit/master/) 
 
-[![DOI](https://joss.theoj.org/papers/10.21105/joss.03290/status.svg)](https://doi.org/10.21105/joss.03290)
+[![JOSS](https://joss.theoj.org/papers/10.21105/joss.03290/status.svg)](https://doi.org/10.21105/joss.03290) [![Zenodo](https://zenodo.org/badge/271601189.svg)](https://zenodo.org/badge/latestdoi/271601189)
 
 Interface to subnational and national level COVID-19 data sourced from both official sources, such as Public Health England in the UK, and from other COVID-19 data collections, including the World Health Organisation (WHO), European Centre for Disease Prevention and Control (ECDC), John Hopkins University (JHU), Google Open Data and others. This package is designed to streamline COVID-19 data extraction, cleaning, and processing from a range of data sources in an open and transparent way. This allows users to inspect and scrutinise the data, and tools used to process it, at every step. For all countries supported, data includes a daily time-series of cases and, wherever available, data on deaths, hospitalisations, and tests. National level data is also supported using a range of data sources as well as line list data and links to intervention data sets.
 
diff --git a/README.md b/README.md
index 7b4e2274..b1700d62 100644
--- a/README.md
+++ b/README.md
@@ -18,9 +18,9 @@ contributors](https://img.shields.io/github/contributors/epiforecasts/covidregio
 Welcome](https://img.shields.io/badge/PRs-welcome-yellow.svg)](https://makeapullrequest.com/)
 [![GitHub
 commits](https://img.shields.io/github/commits-since/epiforecasts/covidregionaldata/0.9.2.svg?color=orange)](https://GitHub.com/epiforecasts/covidregionaldata/commit/master/)
-[![DOI](https://zenodo.org/badge/271601189.svg)](https://zenodo.org/badge/latestdoi/271601189)
 
-[![DOI](https://joss.theoj.org/papers/10.21105/joss.03290/status.svg)](https://doi.org/10.21105/joss.03290)
+[![JOSS](https://joss.theoj.org/papers/10.21105/joss.03290/status.svg)](https://doi.org/10.21105/joss.03290)
+[![Zenodo](https://zenodo.org/badge/271601189.svg)](https://zenodo.org/badge/latestdoi/271601189)
 
 Interface to subnational and national level COVID-19 data sourced from
 both official sources, such as Public Health England in the UK, and from
@@ -80,7 +80,7 @@ the temporary directory by default),
 
 ``` r
 start_using_memoise()
-#> Using a cache at: /tmp/RtmpMLqjUO
+#> Using a cache at: /tmp/RtmprTOAdV
 ```
 
 To stop using `memoise` use,