diff --git a/md5sum.txt b/md5sum.txt
index c764b81..ee682d5 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -17,5 +17,5 @@
 "episodes/10-large-data.md" "909dba426cb9409b6124181662c31af4" "site/built/10-large-data.md" "2024-07-25"
 "instructors/instructor-notes.md" "858a8aea24f020d8732ac71b2601f2e6" "site/built/instructor-notes.md" "2024-07-25"
 "learners/reference.md" "4e0dcbc7892af6f9610d44d356e66617" "site/built/reference.md" "2024-07-25"
-"learners/setup.md" "f7dab776e69c6169a24fd924b5095f69" "site/built/setup.md" "2024-07-25"
+"learners/setup.md" "d86e41df032ef642f234e5014b28178a" "site/built/setup.md" "2024-07-25"
 "profiles/learner-profiles.md" "60b93493cf1da06dfd63255d73854461" "site/built/learner-profiles.md" "2024-07-25"
diff --git a/setup.md b/setup.md
index b45fa5a..2e8283b 100644
--- a/setup.md
+++ b/setup.md
@@ -9,13 +9,13 @@ you will need to download the following two Python scripts and four netCDF files
 and place them in a new folder/directory:
 
 1. Make a new folder in your Desktop called `data-carpentry`.
-2. Download [script\_template.py][template\_script] and [plot\_precipitation\_climatology.py][precip\_script] and move them into that folder.
+2. Download [script\_template.py][template-script] and [plot\_precipitation\_climatology.py][precip-script] and move them into that folder.
 3. Make a new folder in your `data_carpentry` folder called `data`.
   Download the following files and place them in that folder:
-  - [pr\_Amon\_ACCESS-CM2\_historical\_r1i1p1f1\_gn\_201001-201412.nc][pr\_access-cm\_file]
-  - [pr\_Amon\_ACCESS-ESM1-5\_historical\_r1i1p1f1\_gn\_201001-201412.nc][pr\_access-esm\_file]
-  - [sftlf\_fx\_ACCESS-CM2\_historical\_r1i1p1f1\_gn.nc][sftlf\_access-cm\_file]
-  - [sftlf\_fx\_ACCESS-ESM1-5\_historical\_r1i1p1f1\_gn.nc][sftlf\_access-esm\_file]
+  - [pr\_Amon\_ACCESS-CM2\_historical\_r1i1p1f1\_gn\_201001-201412.nc][pr-accesscm-file]
+  - [pr\_Amon\_ACCESS-ESM1-5\_historical\_r1i1p1f1\_gn\_201001-201412.nc][pr-accessesm-file]
+  - [sftlf\_fx\_ACCESS-CM2\_historical\_r1i1p1f1\_gn.nc][sftlf-accesscm-file]
+  - [sftlf\_fx\_ACCESS-ESM1-5\_historical\_r1i1p1f1\_gn.nc][sftlf-accessesm-file]
 
 ## Software installation
 
@@ -130,11 +130,9 @@ To check that everything is installed correctly, follow the instructions below.
 
 - At the Bash Shell, type `python --version`. You should see the version of your Python program listed, with a reference to Anaconda (i.e. the default Python program on your laptop needs to be the Anaconda installation of Python).
 
-[pr\_access-cm\_file]: {{"/data/pr\_Amon\_ACCESS-CM2\_historical\_r1i1p1f1\_gn\_201001-201412.nc" | relative\_url}}
-[pr\_access-esm\_file]: {{"/data/pr\_Amon\_ACCESS-ESM1-5\_historical\_r1i1p1f1\_gn\_201001-201412.nc" | relative\_url}}
-[sftlf\_access-cm\_file]: {{"/data/sftlf\_fx\_ACCESS-CM2\_historical\_r1i1p1f1\_gn.nc" | relative\_url }}
-[sftlf\_access-esm\_file]: {{"/data/sftlf\_fx\_ACCESS-ESM1-5\_historical\_r1i1p1f1\_gn.nc" | relative\_url}}
-[template\_script]: {{"/code/script\_template.py" | relative\_url}}
-[precip\_script]: {{"code/plot\_precipitation\_climatology.py" | relative\_url}}
-
-
+[pr-accesscm-file]: https://carpentries-lab.github.io/python-aos-lesson/data/pr_Amon_ACCESS-CM2_historical_r1i1p1f1_gn_201001-201412.nc
+[pr-accessesm-file]: https://carpentries-lab.github.io/python-aos-lesson/data/pr_Amon_ACCESS-ESM1-5_historical_r1i1p1f1_gn_201001-201412.nc
+[sftlf-accesscm-file]: https://carpentries-lab.github.io/python-aos-lesson/data/sftlf_fx_ACCESS-CM2_historical_r1i1p1f1_gn.nc
+[sftlf-accessesm-file]: https://carpentries-lab.github.io/python-aos-lesson/data/sftlf_fx_ACCESS-ESM1-5_historical_r1i1p1f1_gn.nc
+[template-script]: https://carpentries-lab.github.io/python-aos-lesson/code/script_template.py
+[precip-script]: https://carpentries-lab.github.io/python-aos-lesson/code/plot_precipitation_climatology.py