diff --git a/.nojekyll b/.nojekyll
index 4e0b2a6..bc25002 100644
--- a/.nojekyll
+++ b/.nojekyll
@@ -1 +1 @@
-819c7054
\ No newline at end of file
+166460bf
\ No newline at end of file
diff --git a/book/developer_notes.html b/book/developer_notes.html
index 5d53528..31f06f9 100644
--- a/book/developer_notes.html
+++ b/book/developer_notes.html
@@ -378,7 +378,7 @@ <h2 data-number="5.2" class="anchored" data-anchor-id="azure-functions"><span cl
 <p>You should then be able to access the API at <code>http://localhost:7071/api/scenario</code>. For example, you can test it using the following command, which asks it to calculate the baseline indicators (an empty scenario means no changes relative to the baseline):</p>
 <pre><code>curl http://localhost:7071/api/scenario -X POST -d "{\"scenario_json\": {}}" -v</code></pre></li>
 <li><p>To deploy it to Azure, run the following, which will take a few minutes:</p>
-<pre><code>func azure functionapp publish demolandapi</code></pre>
+<pre><code>func azure functionapp publish demolandapi --python</code></pre>
 <p>Test it with:</p>
 <pre><code>curl https://demolandapi.azurewebsites.net/api/scenario -X POST -d "{\"scenario_json\": {}}" -v</code></pre></li>
 </ol>
diff --git a/index.html b/index.html
index 7298468..7fb51d0 100644
--- a/index.html
+++ b/index.html
@@ -7,7 +7,7 @@
 <meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
 
 <meta name="author" content="Anna Zanchetta, Martin Fleischmann, Dani Arribas-Bel; The Alan Turing Institute">
-<meta name="dcterms.date" content="2024-01-10">
+<meta name="dcterms.date" content="2024-01-17">
 
 <title>Land Use Demonstrator</title>
 <style>
@@ -300,7 +300,7 @@ <h1 class="title">Land Use Demonstrator</h1>
     <div>
     <div class="quarto-title-meta-heading">Published</div>
     <div class="quarto-title-meta-contents">
-      <p class="date">January 10, 2024</p>
+      <p class="date">January 17, 2024</p>
     </div>
   </div>
   
diff --git a/search.json b/search.json
index 220eb21..de369a0 100644
--- a/search.json
+++ b/search.json
@@ -172,7 +172,7 @@
     "href": "book/developer_notes.html#azure-functions",
     "title": "5  Developer notes",
     "section": "5.2 Azure Functions",
-    "text": "5.2 Azure Functions\nThe code required to deploy this can be found on the azure-functions branch of the engine repository, specifically the function_app.py file.\nTo deploy a new version of the Azure function, make sure you are a member of the “Land Use Indicator” Azure subscription (the subscription ID is 86307bb0-6d16-4077-b1f7-939370d5289a). If you are not, get Dani to add you.\nThen, follow these instructions:\n\nLog in to Azure. This will open a browser window where you can log in with your Microsoft account.\n az login\nSet your active subscription to the one above:\naz account set -s 86307bb0-6d16-4077-b1f7-939370d5289a\nInstall the Azure Functions Core Tools. The following Homebrew command works on macOS; for other operating systems, refer to the Azure docs\nbrew tap azure/functions\nbrew install azure-functions-core-tools@4\nClone the demoland-engine repository (if you don’t already have it), and cd to the top level of the demoland-engine repository.\nTo test the function locally, run:\nfunc start\nYou should then be able to access the API at http://localhost:7071/api/scenario. For example, you can test it using the following command, which asks it to calculate the baseline indicators (an empty scenario means no changes relative to the baseline):\ncurl http://localhost:7071/api/scenario -X POST -d \"{\\\"scenario_json\\\": {}}\" -v\nTo deploy it to Azure, run the following, which will take a few minutes:\nfunc azure functionapp publish demolandapi\nTest it with:\ncurl https://demolandapi.azurewebsites.net/api/scenario -X POST -d \"{\\\"scenario_json\\\": {}}\" -v"
+    "text": "5.2 Azure Functions\nThe code required to deploy this can be found on the azure-functions branch of the engine repository, specifically the function_app.py file.\nTo deploy a new version of the Azure function, make sure you are a member of the “Land Use Indicator” Azure subscription (the subscription ID is 86307bb0-6d16-4077-b1f7-939370d5289a). If you are not, get Dani to add you.\nThen, follow these instructions:\n\nLog in to Azure. This will open a browser window where you can log in with your Microsoft account.\n az login\nSet your active subscription to the one above:\naz account set -s 86307bb0-6d16-4077-b1f7-939370d5289a\nInstall the Azure Functions Core Tools. The following Homebrew command works on macOS; for other operating systems, refer to the Azure docs\nbrew tap azure/functions\nbrew install azure-functions-core-tools@4\nClone the demoland-engine repository (if you don’t already have it), and cd to the top level of the demoland-engine repository.\nTo test the function locally, run:\nfunc start\nYou should then be able to access the API at http://localhost:7071/api/scenario. For example, you can test it using the following command, which asks it to calculate the baseline indicators (an empty scenario means no changes relative to the baseline):\ncurl http://localhost:7071/api/scenario -X POST -d \"{\\\"scenario_json\\\": {}}\" -v\nTo deploy it to Azure, run the following, which will take a few minutes:\nfunc azure functionapp publish demolandapi --python\nTest it with:\ncurl https://demolandapi.azurewebsites.net/api/scenario -X POST -d \"{\\\"scenario_json\\\": {}}\" -v"
   },
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