diff --git a/walk_through/EpigeoPop_example.ipynb b/walk_through/EpigeoPop_example.ipynb
index 18b9b02..eca4f94 100644
--- a/walk_through/EpigeoPop_example.ipynb
+++ b/walk_through/EpigeoPop_example.ipynb
@@ -114,7 +114,7 @@
     "```\n",
     "\n",
     " <div style=\"margin: 1em 0; padding: 1em; border-left: 4px solid #5bc0de; background-color: #f4f8fa;\">\n",
-    "<strong>Note:</strong> If you encounter GDAL-related errors, install GDAL first:<br><code>\n",
+    "<strong>Note:</strong> If you encounter GDAL-related errors, install GDAL first:<code>\n",
     "brew install gdal\n",
     "export GDAL_CONFIG=/usr/local/bin/gdal-config\n",
     "export GDAL_VERSION=$(gdal-config --version)</code></div><br>\n",
@@ -130,10 +130,10 @@
     "\n",
     "1. Configure <your_country> parameters:\n",
     "\n",
-    "- Locate the parameter files in the 'configs/countries' directory\n",
+    "- Locate the parameter files in the `configs/countries` directory\n",
     "- Edit or copy an existing parameter file\n",
     "\n",
-    "- Update the country and household distribution data:\n",
+    "- Update the `country` and `household_size_distribution` data parameters:\n",
     "\n",
     "```bash\n",
     "{\n",
@@ -166,7 +166,8 @@
     "unzip GHS_POP_E2025_GLOBE_R2023A_4326_30ss_V1_0.zip\n",
     "```\n",
     "\n",
-    "- Remove unwanted code.\n",
+    "- Remove unwanted code:\n",
+    "Comment out the remaining lines of code.\n",
     "\n",
     "```bash\n",
     "# curl -LO \"https://www.naturalearthdata.com/http//www.naturalearthdata.com/download/10m/cultural/ne_10m_admin_0_countries_lakes.zip\"\n",
@@ -188,7 +189,7 @@
     "bash prep.sh\n",
     "```\n",
     "\n",
-    "3. Download additional required data:\n",
+    "3. Download additional required data manually:\n",
     "\n",
     "- Visit [Natural Earth](https://www.naturalearthdata.com/downloads/10m-cultural-vectors/)\n",
     "- Under Admin 0 - Countries, click on link `Download without boundary lakes`\n",