diff --git a/_config.yml b/_config.yml
index 7ed6d56..552b60d 100644
--- a/_config.yml
+++ b/_config.yml
@@ -8,8 +8,10 @@ logo: HeiGIT_Logo_compact.svg
 # Force re-execution of notebooks on each build.
 # See https://jupyterbook.org/content/execute.html
 execute:
-  #execute_notebooks: force
-  execute_notebooks: auto
+  #execute_notebooks: auto
+  execute_notebooks: 'off'
+
+exclude_patterns: [venv, data]
 
 # Define the name of the latex output file for PDF builds
 latex:
diff --git a/_toc.yml b/_toc.yml
index 3735b03..56979bb 100644
--- a/_toc.yml
+++ b/_toc.yml
@@ -3,8 +3,19 @@
 
 format: jb-book
 root: intro
-chapters:
-- file: notebooks/00_Getting_Started.ipynb
-- file: notebooks/01_Data_Extraction.ipynb
-- file: notebooks/02_building_currentness.ipynb
-- file: notebooks/03_highway_timeline.ipynb
+parts:
+  - caption: Getting Started
+    chapters:
+      - file: notebooks/00_Getting_Started.ipynb
+  - caption: Data Extraction
+    chapters:
+        - file: notebooks/01_Data_Extraction.ipynb
+        - file: notebooks/01b_Data_Extraction_DuckDB_only.ipynb
+  - caption: Simple Data Analysis
+    chapters:
+        - file: notebooks/02_buildings_currentness.ipynb
+        - file: notebooks/02b_buildings_currentness_DuckDB_only.ipynb
+        - file: notebooks/03_highways_timeline.ipynb
+  - caption: Advanced Data Analysis
+    chapters:
+        - file: notebooks/04_quadkey_map_germany.ipynb
\ No newline at end of file
diff --git a/data/berlin.geojson b/data/berlin.geojson
new file mode 100644
index 0000000..fa15704
--- /dev/null
+++ b/data/berlin.geojson
@@ -0,0 +1 @@
+{"type" : "FeatureCollection", "features" : [{"type": "Feature", "geometry": 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\ No newline at end of file
diff --git a/data/Heidelberg.geojson b/data/heidelberg.geojson
similarity index 100%
rename from data/Heidelberg.geojson
rename to data/heidelberg.geojson
diff --git a/data/mannheim.geojson b/data/mannheim.geojson
new file mode 100644
index 0000000..663b99d
--- /dev/null
+++ b/data/mannheim.geojson
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\ No newline at end of file
diff --git a/data/nairobi.geojson b/data/nairobi.geojson
new file mode 100644
index 0000000..bd483fc
--- /dev/null
+++ b/data/nairobi.geojson
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"properties": {"osm_id": -9721587, "name": "Nairobi", "name_en": null, "boundary": "administrative", "admin_level": 3}}]}
\ No newline at end of file
diff --git a/notebooks/01b_Data_Extraction_DuckDB_only.ipynb b/notebooks/01b_Data_Extraction_DuckDB_only.ipynb
new file mode 100644
index 0000000..ac47154
--- /dev/null
+++ b/notebooks/01b_Data_Extraction_DuckDB_only.ipynb
@@ -0,0 +1,474 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "7ee2c20c-e467-4499-84c5-0d583cee77b6",
+   "metadata": {
+    "jp-MarkdownHeadingCollapsed": true
+   },
+   "source": [
+    "# Data Extraction from *geo-sorted ohsome contributions* \n",
+    "\n",
+    ":::{note}\n",
+    "1. Set the connection params to MinIO s3 object storage and configure DuckDB.\n",
+    "2. Download the data in 2 steps:\n",
+    "    * Download data with DuckDB and filter.\n",
+    "    * Export results into geopackage file with GeoPandas.\n",
+    ":::"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b6ec70ad-bce1-4052-b151-23fe47fad942",
+   "metadata": {},
+   "source": [
+    "# Getting started\n",
+    "Set connection params."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "554c5bc9-8962-44ed-96f8-fd34b3efe564",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "\n",
+    "s3_user = os.environ[\"S3_ACCESS_KEY_ID\"]  # add your user here\n",
+    "s3_password = os.environ[\"S3_SECRET_ACCESS_KEY\"]  # add your password here"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c4eccfe1-6b87-4640-a33a-3314252d0223",
+   "metadata": {},
+   "source": [
+    "Configure DuckDB."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f2e24802-8629-4648-afe5-d4c5f21403df",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import duckdb\n",
+    "\n",
+    "con = duckdb.connect(\n",
+    "    config={\n",
+    "        'threads': 8,\n",
+    "        'max_memory': '8GB',\n",
+    "        'enable_object_cache': True\n",
+    "    }\n",
+    ")\n",
+    "con.install_extension(\"spatial\")\n",
+    "con.load_extension(\"spatial\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5aebd24f-2bb2-43e7-9b50-9514caec4869",
+   "metadata": {},
+   "source": [
+    "Set connection to MinIO object storage."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "825cd3dc-18d1-48fb-ad47-2945bb3a8c53",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "┌─────────┐\n",
+      "│ Success │\n",
+      "│ boolean │\n",
+      "├─────────┤\n",
+      "│ true    │\n",
+      "└─────────┘\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "query = f\"\"\"\n",
+    "DROP SECRET IF EXISTS \"__default_s3\";\n",
+    "CREATE SECRET (\n",
+    "      TYPE S3,\n",
+    "      KEY_ID '{s3_user}',\n",
+    "      SECRET '{s3_password}',\n",
+    "      REGION 'eu-central-1',\n",
+    "      endpoint 'sotm2024.minio.heigit.org',\n",
+    "      use_ssl true,\n",
+    "      url_style 'path'\n",
+    "  );\n",
+    "\"\"\"\n",
+    "con.sql(query).show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bed363ef-ee28-411e-9d56-501c1005beac",
+   "metadata": {},
+   "source": [
+    "# 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",
+    "* **geometry type** (e.g. for Polygons, Linestrings or Points)\n",
+    "* **time** (e.g. the edit timestamp of each OSM contribution)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "872da17b-f490-4a1a-8aec-09ad847db0ea",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Set s3 path for parquet input data\n",
+    "parquet_data_path = \"s3a://heigit-ohsome-sotm24/data/geo_sort_ext/contributions_germany/**\"\n",
+    "\n",
+    "# Define status filter\n",
+    "status = 'latest'\n",
+    "\n",
+    "# Define location filter\n",
+    "bboxes = {\n",
+    "    'heidelberg': (8.629761, 49.379556, 8.742371, 49.437890),\n",
+    "    'nairobi': (36.650938, -1.444471, 37.103887, -1.163522),\n",
+    "    'mannheim': (8.41416, 49.410362, 8.58999, 49.590489), \n",
+    "    'berlin': (13.088345, 52.338271, 13.761161, 52.675509)\n",
+    "}\n",
+    "\n",
+    "selected_region = 'heidelberg'\n",
+    "xmin, ymin, xmax, ymax = bboxes[selected_region]\n",
+    "\n",
+    "# Define geometry type filter\n",
+    "geometry_type = 'Polygon'\n",
+    "\n",
+    "# Define time filter (optional)\n",
+    "min_timestamp = '2024-01-01T00:00:00'\n",
+    "max_timestamp = '2024-06-01T00:00:00'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "19916f1e-cb3b-417e-bff8-91831cb00f51",
+   "metadata": {},
+   "source": [
+    "Furthermore, we define which attributes / columns this download should contain. Check out the [dataset description page](./README.md) to get an overview on all available columns.\n",
+    "\n",
+    "Usually you rarely want to extract all available columns as this would reduce speed of the data download. Here we are going to download the following information:\n",
+    "* user_id\n",
+    "* osm_id\n",
+    "* osm_version\n",
+    "* valid_from\"\n",
+    "* tags\n",
+    "* geometry "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3da6409d-802d-4162-a6f6-df1ac74a6b50",
+   "metadata": {},
+   "source": [
+    ":::{margin} Download speed matters only in this step.\n",
+    "\n",
+    "This is the only step in which we will download data from the server to our client (e.g. your laptop or jupyter notebook server). Internet connection and overall data size are the most common potential bottlenecks for this part of the analysis.</p>\n",
+    "<p>We have optimized the structure for all tables in the <i>geo_sort</i> namespace to filter for status, geometry_type and location.\n",
+    "    \n",
+    ":::"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "d2125907-3028-4e76-ae26-39ac7adf0f94",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "34c06fd340034fc3a0c7795d5e6cc11f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "FloatProgress(value=0.0, layout=Layout(width='auto'), style=ProgressStyle(bar_color='black'))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "download took 6.175 sec.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import time\n",
+    "start_time = time.time()\n",
+    "\n",
+    "query = f\"\"\"\n",
+    "DROP TABLE IF EXISTS osm_data;\n",
+    "CREATE TABLE osm_data AS\n",
+    "(\n",
+    "SELECT\n",
+    "    user_id,\n",
+    "    osm_id,\n",
+    "    osm_version,\n",
+    "    valid_from,\n",
+    "    tags,\n",
+    "    geometry   \n",
+    "FROM read_parquet('{parquet_data_path}', hive_partitioning=true)  a \n",
+    "WHERE 1=1\n",
+    "    and status = 'latest'\n",
+    "    and geometry_type = 'Polygon'\n",
+    "    and tags['building'][1] is not null\n",
+    "    and tags['building'][1] != 'no'\n",
+    "    -- spatial filtering part\n",
+    "     and (a.bbox.xmax >= {xmin} AND a.bbox.xmin <= {xmax})\n",
+    "     and (a.bbox.ymax >= {ymin} AND a.bbox.ymin <= {ymax})\n",
+    ")\n",
+    ";\n",
+    "\"\"\"\n",
+    "con.sql(query)\n",
+    "\n",
+    "\n",
+    "download_time = round(time.time() - start_time, 3)\n",
+    "print(f\"download took {download_time} sec.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "73b8b5e7-41b7-4c3f-a901-3c5403dc4150",
+   "metadata": {},
+   "source": [
+    "# DuckDB to GeoPackage"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3500cf69-363b-452e-be63-0f969b536e5b",
+   "metadata": {},
+   "source": [
+    "Show the structure of the data we have just downloaded."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d738f1c2-cbaf-49ce-9350-e6b28e2414b3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "┌─────────────┬───────────────────────┬─────────┬─────────┬─────────┬─────────┐\n",
+       "│ column_name │      column_type      │  null   │   key   │ default │  extra  │\n",
+       "│   varchar   │        varchar        │ varchar │ varchar │ varchar │ varchar │\n",
+       "├─────────────┼───────────────────────┼─────────┼─────────┼─────────┼─────────┤\n",
+       "│ user_id     │ INTEGER               │ YES     │ NULL    │ NULL    │ NULL    │\n",
+       "│ osm_id      │ VARCHAR               │ YES     │ NULL    │ NULL    │ NULL    │\n",
+       "│ osm_version │ INTEGER               │ YES     │ NULL    │ NULL    │ NULL    │\n",
+       "│ valid_from  │ TIMESTAMP             │ YES     │ NULL    │ NULL    │ NULL    │\n",
+       "│ tags        │ MAP(VARCHAR, VARCHAR) │ YES     │ NULL    │ NULL    │ NULL    │\n",
+       "│ geometry    │ VARCHAR               │ YES     │ NULL    │ NULL    │ NULL    │\n",
+       "└─────────────┴───────────────────────┴─────────┴─────────┴─────────┴─────────┘"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "query = \"\"\"\n",
+    "DESCRIBE\n",
+    "FROM osm_data;\n",
+    "\"\"\"\n",
+    "con.sql(query)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "60155988-a105-4a04-a305-b635e6b41ce7",
+   "metadata": {},
+   "source": [
+    "Inspect a few features."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "7fc355bf-cf38-487d-9b80-5cc02b9edc31",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "┌─────────┬───────────────┬─────────────┬─────────────────────┬──────────────────────┬─────────────────────────────────┐\n",
+       "│ user_id │    osm_id     │ osm_version │     valid_from      │         tags         │            geometry             │\n",
+       "│  int32  │    varchar    │    int32    │      timestamp      │ map(varchar, varch…  │             varchar             │\n",
+       "├─────────┼───────────────┼─────────────┼─────────────────────┼──────────────────────┼─────────────────────────────────┤\n",
+       "│  202726 │ way/389789385 │           1 │ 2016-01-05 21:45:29 │ {building=yes, sou…  │ POLYGON ((8.6298593 49.379877…  │\n",
+       "│  202726 │ way/97716061  │           2 │ 2016-01-05 21:45:53 │ {building=yes, sou…  │ POLYGON ((8.6300405 49.379283…  │\n",
+       "│  769836 │ way/97720617  │           7 │ 2023-09-21 21:19:00 │ {building=apartmen…  │ POLYGON ((8.6330643 49.379926…  │\n",
+       "│  769836 │ way/97720623  │           7 │ 2023-09-21 21:19:00 │ {building=apartmen…  │ POLYGON ((8.632587599999999 4…  │\n",
+       "│  769836 │ way/97753107  │           7 │ 2023-09-26 19:35:10 │ {building=apartmen…  │ POLYGON ((8.6317677 49.379866…  │\n",
+       "└─────────┴───────────────┴─────────────┴─────────────────────┴──────────────────────┴─────────────────────────────────┘"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "query = \"\"\"\n",
+    "SELECT *\n",
+    "FROM osm_data\n",
+    "LIMIT 5;\n",
+    "\"\"\"\n",
+    "con.sql(query)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9a670374-387b-4848-a295-cb2f2edc33b7",
+   "metadata": {},
+   "source": [
+    "Count the number of features in the table when applying a more detailed tag filter.\n",
+    "\n",
+    "Furthermore, apply detailed spatial geometry filter for Heidelberg boundary."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "d070a68f-1615-4e5f-94ea-3cd837f2be4b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "┌──────────────┐\n",
+       "│ count_star() │\n",
+       "│    int64     │\n",
+       "├──────────────┤\n",
+       "│        21160 │\n",
+       "└──────────────┘"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "query = \"\"\"\n",
+    "SELECT count(*)\n",
+    "FROM\n",
+    "    osm_data,\n",
+    "    st_read('../data/Heidelberg.geojson') as heidelberg\n",
+    "WHERE 1=1\n",
+    "    and ST_Intersects(st_GeomFromText(osm_data.geometry), heidelberg.geom)\n",
+    "\"\"\"\n",
+    "con.sql(query)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c406784-9c12-41f9-9f1e-87b9c571cdc3",
+   "metadata": {},
+   "source": [
+    "Export as GeoPackage via GeoPandas."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "3648c939-7813-4be3-b1d0-b51d3fbad4de",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "processing took 1.642 sec.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import geopandas as gpd\n",
+    "\n",
+    "start_time = time.time()\n",
+    "query = f\"\"\"\n",
+    "    SELECT osm_data.*\n",
+    "    FROM\n",
+    "        osm_data,\n",
+    "        st_read('../data/Heidelberg.geojson') as heidelberg\n",
+    "    WHERE 1=1\n",
+    "        and ST_Intersects(st_GeomFromText(osm_data.geometry), heidelberg.geom)\n",
+    "\"\"\"\n",
+    "df = con.sql(query).df()\n",
+    "\n",
+    "gdf = gpd.GeoDataFrame(\n",
+    "    df,\n",
+    "    geometry=gpd.GeoSeries.from_wkt(df['geometry'])\n",
+    ").set_crs('epsg:4326')\n",
+    "\n",
+    "output_filename = \"../data/heidelberg_osm_data.gpkg\"\n",
+    "gdf.to_file(output_filename, driver='GPKG')\n",
+    "processing_time = round(time.time() - start_time, 3)\n",
+    "print(f\"processing took {processing_time} sec.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "50bf5649-9176-4e7f-83ac-752fc9e6faae",
+   "metadata": {},
+   "source": [
+    "# Work with the data in QGIS\n",
+    "Add your geopackage file in QGIS, e.g. via drag-and-drop or through file manager."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d6087000-150b-4580-a3ed-a89236fee716",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/notebooks/02b_buildings_currentness_DuckDB_only.ipynb b/notebooks/02b_buildings_currentness_DuckDB_only.ipynb
new file mode 100644
index 0000000..a38c2aa
--- /dev/null
+++ b/notebooks/02b_buildings_currentness_DuckDB_only.ipynb
@@ -0,0 +1,550 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "376bf8342197f6a6",
+   "metadata": {},
+   "source": [
+    "# Currentness of Buildings\n",
+    "In this notebook we demonstrate how to analyze and visualize the up-to-date-ness or currentness of the latest OSM data.\n",
+    "\n",
+    "These are the steps you see further down:\n",
+    "\n",
+    "* Set the connection parameters.\n",
+    "* Prepare your input parameters, e.g. define area of interest and OSM tag filter.\n",
+    "* **Download data** using DuckDB.\n",
+    "* Plot **currentness chart** with Polars.\n",
+    "* Create a **Map**, an **interactive Slider** to filter the map data. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "23f48837-22c6-4c12-ab34-a99881cd844b",
+   "metadata": {},
+   "source": [
+    "# Getting started\n",
+    "Set connection params."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "331fd063-1ce7-46c9-96ea-e2984cf5459b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "\n",
+    "s3_user = os.environ[\"S3_ACCESS_KEY_ID\"]  # add your user here\n",
+    "s3_password = os.environ[\"S3_SECRET_ACCESS_KEY\"]  # add your password here"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "31ceb832-6d27-4b40-b7fd-9905d9f8af13",
+   "metadata": {},
+   "source": [
+    "Configure DuckDB."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "96acb582-a7e9-440d-914d-969fcf25a5c1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import duckdb\n",
+    "\n",
+    "con = duckdb.connect(\n",
+    "    config={\n",
+    "        'threads': 8,\n",
+    "        'max_memory': '8GB'\n",
+    "    }\n",
+    ")\n",
+    "con.install_extension(\"spatial\")\n",
+    "con.load_extension(\"spatial\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bea906d3-d6b0-46bf-a772-c2d8829d7d81",
+   "metadata": {},
+   "source": [
+    "Set connection to MinIO object storage."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "d668f6b2-5d83-43d0-8f36-93f676385216",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "┌─────────┐\n",
+      "│ Success │\n",
+      "│ boolean │\n",
+      "├─────────┤\n",
+      "│ true    │\n",
+      "└─────────┘\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "query = f\"\"\"\n",
+    "DROP SECRET IF EXISTS \"__default_s3\";\n",
+    "CREATE SECRET (\n",
+    "      TYPE S3,\n",
+    "      KEY_ID '{s3_user}',\n",
+    "      SECRET '{s3_password}',\n",
+    "      REGION 'eu-central-1',\n",
+    "      endpoint 'sotm2024.minio.heigit.org',\n",
+    "      use_ssl true,\n",
+    "      url_style 'path'\n",
+    "  );\n",
+    "\"\"\"\n",
+    "con.sql(query).show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7cacf3cf2ce91a41",
+   "metadata": {},
+   "source": [
+    "## Prepare the input params for your analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "f79d24f5f976b9e3",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-08-16T08:47:02.611845Z",
+     "start_time": "2024-08-16T08:47:02.601357Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Set s3 path for parquet input data\n",
+    "parquet_data_path = \"s3a://heigit-ohsome-sotm24/data/geo_sort_ext/contributions_germany/**\"\n",
+    "\n",
+    "# Define status filter\n",
+    "status = 'latest'\n",
+    "\n",
+    "# Define location filter\n",
+    "bboxes = {\n",
+    "    'heidelberg': (8.629761, 49.379556, 8.742371, 49.437890),\n",
+    "    'nairobi': (36.650938, -1.444471, 37.103887, -1.163522),\n",
+    "    'mannheim': (8.41416, 49.410362, 8.58999, 49.590489), \n",
+    "    'berlin': (13.088345, 52.338271, 13.761161, 52.675509)\n",
+    "}\n",
+    "\n",
+    "selected_region = 'mannheim'\n",
+    "xmin, ymin, xmax, ymax = bboxes[selected_region]\n",
+    "area_of_interest_file =f\"../data/{selected_region}.geojson\"\n",
+    "\n",
+    "# Define geometry type filter\n",
+    "geometry_type = 'Polygon'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fc4cd889-af4b-4706-9efc-37b2f4495c2d",
+   "metadata": {},
+   "source": [
+    "## Get the Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "4c0e802d-013b-43ac-87fa-5b22059f93fa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "92211a2c48ac4efbbc8b0f4ab6f87f59",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "FloatProgress(value=0.0, layout=Layout(width='auto'), style=ProgressStyle(bar_color='black'))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "download took 7.011 sec.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import time\n",
+    "start_time = time.time()\n",
+    "\n",
+    "query = f\"\"\"\n",
+    "DROP TABLE IF EXISTS osm_data;\n",
+    "CREATE TABLE osm_data AS \n",
+    "(\n",
+    "SELECT\n",
+    "    a.valid_from,\n",
+    "    a.tags,\n",
+    "    a.geometry   \n",
+    "FROM\n",
+    "    read_parquet('{parquet_data_path}', hive_partitioning=true) as a,\n",
+    "    st_read('{area_of_interest_file}') as aoi\n",
+    "WHERE 1=1\n",
+    "    and status = 'latest'\n",
+    "    and geometry_type = 'Polygon'\n",
+    "    and tags['building'][1] is not null\n",
+    "    and tags['building'][1] != 'no'\n",
+    "    -- spatial filtering part\n",
+    "    and (a.bbox.xmax >= {xmin} AND a.bbox.xmin <= {xmax})\n",
+    "    and (a.bbox.ymax >= {ymin} AND a.bbox.ymin <= {ymax})\n",
+    "    and ST_Intersects(st_GeomFromText(a.geometry), aoi.geom)\n",
+    ")\n",
+    ";\n",
+    "\"\"\"\n",
+    "con.sql(query)\n",
+    "\n",
+    "download_time = round(time.time() - start_time, 3)\n",
+    "print(f\"download took {download_time} sec.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "68ed309a-2e60-4ad5-aa00-c2edcd858cf5",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## Plot currentness chart with polars and hvplot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "07f16b43-3cda-4a76-a99d-1ce96633ca66",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {},
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.holoviews_exec.v0+json": "",
+      "text/html": [
+       "<div id='p1339'>\n",
+       "  <div id=\"e7186b7f-1b97-453b-9a0e-60267c11e088\" data-root-id=\"p1339\" style=\"display: contents;\"></div>\n",
+       "</div>\n",
+       "<script type=\"application/javascript\">(function(root) {\n",
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400px));\\n}\",{\"id\":\"p1342\"},{\"id\":\"p1340\"},{\"id\":\"p1341\"}],\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}}]}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas 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+       "  var render_items = [{\"docid\":\"73cc10c0-0a4d-46ce-a7d1-2db98fb47d59\",\"roots\":{\"p1339\":\"e7186b7f-1b97-453b-9a0e-60267c11e088\"},\"root_ids\":[\"p1339\"]}];\n",
+       "  var docs = Object.values(docs_json)\n",
+       "  if (!docs) {\n",
+       "    return\n",
+       "  }\n",
+       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
+       "  async function embed_document(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "    for (const render_item of render_items) {\n",
+       "      for (const root_id of render_item.root_ids) {\n",
+       "\tconst id_el = document.getElementById(root_id)\n",
+       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
+       "\t  const root_el = id_el.children[0]\n",
+       "\t  root_el.id = root_el.id + '-rendered'\n",
+       "\t  for (const child of root_el.children) {\n",
+       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
+       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
+       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
+       "\t  }\n",
+       "\t}\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  function get_bokeh(root) {\n",
+       "    if (root.Bokeh === undefined) {\n",
+       "      return null\n",
+       "    } else if (root.Bokeh.version !== py_version) {\n",
+       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
+       "\treturn null\n",
+       "      }\n",
+       "      return root.Bokeh.versions.get(py_version);\n",
+       "    } else if (root.Bokeh.version === py_version) {\n",
+       "      return root.Bokeh\n",
+       "    }\n",
+       "    return null\n",
+       "  }\n",
+       "  function is_loaded(root) {\n",
+       "    var Bokeh = get_bokeh(root)\n",
+       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
+       "  }\n",
+       "  if (is_loaded(root)) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    var attempts = 0;\n",
+       "    var timer = setInterval(function(root) {\n",
+       "      if (is_loaded(root)) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else if (document.readyState == \"complete\") {\n",
+       "        attempts++;\n",
+       "        if (attempts > 200) {\n",
+       "          clearInterval(timer);\n",
+       "\t  var Bokeh = get_bokeh(root)\n",
+       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
+       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
+       "\t  } else {\n",
+       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
+       "\t    embed_document(root)\n",
+       "\t  }\n",
+       "        }\n",
+       "      }\n",
+       "    }, 25, root)\n",
+       "  }\n",
+       "})(window);</script>"
+      ],
+      "text/plain": [
+       ":Curve   [month]   (n_edits)"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {
+      "application/vnd.holoviews_exec.v0+json": {
+       "id": "p1339"
+      }
+     },
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import polars as pl\n",
+    "\n",
+    "chart_query = \"\"\"\n",
+    "SELECT\n",
+    "    date_trunc('month', valid_from) as month,\n",
+    "    count(*) as n_edits\n",
+    "    FROM osm_data\n",
+    "    GROUP BY month\n",
+    "    ORDER BY month\n",
+    "\"\"\"\n",
+    "\n",
+    "df = con.sql(chart_query).pl()\n",
+    "df.plot.step(\n",
+    "    x=\"month\",\n",
+    "    y=\"n_edits\"\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d01df2fe0eea7c06",
+   "metadata": {},
+   "source": [
+    "## Display currentness of OSM features on map\n",
+    "Get data from DucDKB into GeoPandas dataframe.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "9550233a-592f-4d4c-9d97-f334bdd503d2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import geopandas as gpd\n",
+    "\n",
+    "map_query = \"\"\"\n",
+    "    SELECT\n",
+    "        epoch_ms(valid_from) as valid_from,\n",
+    "        geometry\n",
+    "    FROM osm_data;\n",
+    "\"\"\"\n",
+    "\n",
+    "df = con.sql(map_query).df()\n",
+    "\n",
+    "# convert the data to geodata\n",
+    "gdf = gpd.GeoDataFrame(\n",
+    "    df,\n",
+    "    geometry=gpd.GeoSeries.from_wkt(df['geometry'])\n",
+    ").set_crs('epsg:4326')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5210192e-6497-458b-8da0-12683f865cc1",
+   "metadata": {},
+   "source": [
+    "Define map parameters and style."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "6d5bf28a-a70c-4cc6-8633-8dad9d36a744",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import datetime\n",
+    "import lonboard\n",
+    "import ipywidgets\n",
+    "from palettable.matplotlib import Viridis_20\n",
+    "\n",
+    "\n",
+    "# compute lonboard color style for contious color map\n",
+    "min_valid_from = 1000 * datetime.datetime(2007,1,1).timestamp()\n",
+    "max_valid_from = 1000 * datetime.datetime(2024,6,1).timestamp()\n",
+    "\n",
+    "# normalized color values from 0 to 1\n",
+    "valid_from_style = gdf[\"valid_from\"].apply(\n",
+    "    lambda x: (x - min_valid_from) / (max_valid_from - min_valid_from))\n",
+    "\n",
+    "\n",
+    "# the lonboard map definition\n",
+    "layer = lonboard.SolidPolygonLayer.from_geopandas(\n",
+    "    gdf,\n",
+    "    extensions=[lonboard.layer_extension.DataFilterExtension(filter_size=1)],\n",
+    "    get_filter_value=gdf[\"valid_from\"],  # replace with desired column\n",
+    "    filter_range=[min_valid_from, max_valid_from],  # replace with desired filter range\n",
+    "    get_fill_color=lonboard.colormap.apply_continuous_cmap(valid_from_style, Viridis_20, alpha=1)\n",
+    "\n",
+    ")\n",
+    "\n",
+    "currentness_map = lonboard.Map(\n",
+    "    basemap_style=lonboard.basemap.CartoBasemap.DarkMatter,\n",
+    "    layers=[layer]\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eb992d0f-1fd1-49b0-ada7-ee5960f0e0f1",
+   "metadata": {},
+   "source": [
+    "Define Dates Slider Selection Widget and link to map filter range."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "95b75d40-3a35-40a3-b215-6e673892af7e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<traitlets.traitlets.directional_link at 0x7bc5655c7bf0>"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from datetime import date, timedelta\n",
+    "from traitlets import directional_link\n",
+    "\n",
+    "start = datetime.datetime(2007,1,1)\n",
+    "end = datetime.datetime(2024,6,1)\n",
+    "delta = end - start   # returns timedelta\n",
+    "dates = [start + timedelta(days=i) for i in range(delta.days + 1)]\n",
+    "options = [(i.strftime('%d-%b-%Y'), int(1000* i.timestamp())) for i in dates]\n",
+    "\n",
+    "date_slider = ipywidgets.SelectionRangeSlider(\n",
+    "    options=options,\n",
+    "    index=(0, len(dates)-1),\n",
+    "    description='Last Edit:',\n",
+    "    layout=ipywidgets.Layout(width='1000px'),\n",
+    "    disabled=False\n",
+    ")\n",
+    "\n",
+    "directional_link(\n",
+    "    (date_slider, 'value'),\n",
+    "    (layer, \"filter_range\"),\n",
+    "    #(slider, 'value')\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a1d9503c-c51f-42d0-8215-992eeacf9084",
+   "metadata": {},
+   "source": [
+    "Display the map. Have fun exploring and moving around the time slider!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "d79e15a5-d969-4fb6-a548-06d147334c1b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "19a33f99ecee4754aa85ac48901146b6",
+       "version_major": 2,
+       "version_minor": 1
+      },
+      "text/plain": [
+       "Map(basemap_style=<CartoBasemap.DarkMatter: 'https://basemaps.cartocdn.com/gl/dark-matter-gl-style/style.json'…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "ec0102dce3e8497c89ee322ad9ded45f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "SelectionRangeSlider(description='Last Edit:', index=(0, 6361), layout=Layout(width='1000px'), options=(('01-J…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "display(currentness_map, date_slider)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}