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diff --git a/README.html b/README.html
@@ -183,52 +183,32 @@
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="book/00_motivation.html">Why should you be excited about <em>ohsome-data-insights</em>?</a></li>
 <li class="toctree-l1"><a class="reference internal" href="book/00_MinIO_Object_Store.html">Connect to MinIO Object Store</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="book/00_Iceberg_Catalog.html">Connect to Apache Iceberg</a></li>
 <li class="toctree-l1"><a class="reference internal" href="book/00_data_structure.html">Data Structure</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Data Extraction</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="book/01a_Data_Extraction_DuckDB_PyIceberg.html">DuckDB + PyIceberg: Data Extraction from <em>geo-sorted ohsome contributions</em></a></li>
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+<li class="toctree-l1"><a class="reference internal" href="book/01a_Data_Extraction_DuckDB_PyIceberg.html">Download latest OSM data as GeoPackage</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Simple Data Analysis</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="book/02a_buildings_currentness_DuckDB_PyIceberg.html">DuckDB + PyIceberg: Currentness of Buildings</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="book/02a_buildings_currentness_DuckDB_PyIceberg.html">Currentness of Buildings</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Data Integration</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="book/03_hot_tm_project_analysis.html">HOT Tasking Manager project analysis</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="book/03_mapillary_data_analysis.html">DuckDB: Mapillary Coverage Analysis</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="book/03_mapillary_data_analysis.html">Mapillary Coverage Analysis</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Advanced Data Analysis</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="book/04_Country_User_Activity_DuckDB_only.html">DuckDB: Country user activity map</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="book/04_highways_timeline_DuckDB_only.html">DuckDB: Development of highways over time</a></li>
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+<li class="toctree-l1"><a class="reference internal" href="book/04_Country_User_Activity_DuckDB_only.html">User activity map</a></li>
+<li class="toctree-l1"><a class="reference internal" href="book/04_highways_timeline_DuckDB_only.html">Road Network Evolution</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Background</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="book/05_partitioning_and_sorting.html">Partitioning and Sorting</a></li>
 <li class="toctree-l1"><a class="reference internal" href="book/02b_buildings_currentness_DuckDB_only.html">DuckDB: Currentness of Buildings</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="book/01b_Data_Extraction_DuckDB_only.html">DuckDB: Data Extraction from <em>geo-sorted ohsome contributions</em></a></li>
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diff --git a/_sources/book/00_MinIO_Object_Store.ipynb b/_sources/book/00_MinIO_Object_Store.ipynb
@@ -29,7 +29,7 @@
    "id": "8a8d65c2-8638-4385-a40d-0dfa190d4601",
    "metadata": {},
    "source": [
-    "# Connect to MinIO via DuckDB"
+    "## Connect to MinIO via DuckDB"
    ]
   },
   {

diff --git a/_sources/book/01a_Data_Extraction_DuckDB_PyIceberg.ipynb b/_sources/book/01a_Data_Extraction_DuckDB_PyIceberg.ipynb
diff --git a/_sources/book/01b_Data_Extraction_DuckDB_only.ipynb b/_sources/book/01b_Data_Extraction_DuckDB_only.ipynb
@@ -22,7 +22,7 @@
    "id": "b6ec70ad-bce1-4052-b151-23fe47fad942",
    "metadata": {},
    "source": [
-    "# Getting started\n",
+    "## Getting started\n",
     "Set connection params."
    ]
   },
@@ -116,7 +116,7 @@
    "id": "bed363ef-ee28-411e-9d56-501c1005beac",
    "metadata": {},
    "source": [
-    "# Download with DuckDB\n",
+    "## Download with DuckDB\n",
     "In this step we can already filter all OSM contributions by four major factors. We will perform more detailed filtering (e.g. for OSM tags values) later:\n",
     "* **status** (e.g. latest, historic or deleted OSM features)\n",
     "* **location** (using the bounding box coordinates of each OSM feature)\n",
@@ -257,7 +257,7 @@
    "id": "73b8b5e7-41b7-4c3f-a901-3c5403dc4150",
    "metadata": {},
    "source": [
-    "# Save data as GeoPackage"
+    "## Save data as GeoPackage"
    ]
   },
   {
@@ -436,7 +436,7 @@
    "id": "50bf5649-9176-4e7f-83ac-752fc9e6faae",
    "metadata": {},
    "source": [
-    "# Work with the data in QGIS\n",
+    "## Work with the data in QGIS\n",
     "Add your geopackage file in QGIS, e.g. via drag-and-drop or through file manager."
    ]
   },