Update documentation

Author: spatialthoughts

README.html

@@ -185,7 +185,7 @@
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_spatial_query.html">Performing Spatial Queries</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_extract_from_excel.html">Extract a Shapefile Subset</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_fuzzy_table_join.html">Performing Fuzzy Table Joins</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_flood_frequency.html">Creating a Flood Frequncy Map</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_flood_frequency.html">Creating a Flood Frequency Map</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Xarray for Raster Data Processing</span></p>
 <ul class="nav bd-sidenav">

_sources/notebooks/geopandas_flood_frequency.ipynb

@@ -7,7 +7,7 @@
         "id": "cell-0"
       },
       "source": [
-        "# Creating a Flood Frequncy Map\n",
+        "# Creating a Flood Frequency Map\n",
         "\n",
         "## Overview\n",
         "\n",
@@ -22,8 +22,9 @@
         "\n",
         "**Data Credit**\n",
         "\n",
-        "* Google Groundsource dataset: [https://zenodo.org/records/18647054](https://zenodo.org/records/18647054)\n",
-        "* Natural Earth: [https://www.naturalearthdata.com/](https://www.naturalearthdata.com/)\n",
+        "* Mayo, R., Zlydenko, O., Bootbool, M., Fronman, S., Gilon, O., Hassidim, A., Kratzert, F., Loike, G., Matias, Y., Nakar, Y., Nearing, G., Sayag, R., Sicherman, A., Zemach, I., & Cohen, D. (2026). Groundsource: A Dataset of Flood Events from News https://doi.org/10.5281/zenodo.18647054\n",
+        "* Made with Natural Earth. Free vector and raster map data @ naturalearthdata.com.\n",
+        "\n",
         "\n",
         "**Running the Notebook**:  \n",
         "The preferred way to run this notebook is on Google Colab.  <a href='https://colab.research.google.com/github/spatialthoughts/geopython-tutorials/blob/main/notebooks/geopandas_flood_frequency.ipynb' target='_parent'><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"

genindex.html

@@ -184,7 +184,7 @@
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_spatial_query.html">Performing Spatial Queries</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_extract_from_excel.html">Extract a Shapefile Subset</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_fuzzy_table_join.html">Performing Fuzzy Table Joins</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_flood_frequency.html">Creating a Flood Frequncy Map</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_flood_frequency.html">Creating a Flood Frequency Map</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Xarray for Raster Data Processing</span></p>
 <ul class="nav bd-sidenav">

introduction.html

@@ -186,7 +186,7 @@
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_spatial_query.html">Performing Spatial Queries</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_extract_from_excel.html">Extract a Shapefile Subset</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_fuzzy_table_join.html">Performing Fuzzy Table Joins</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_flood_frequency.html">Creating a Flood Frequncy Map</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_flood_frequency.html">Creating a Flood Frequency Map</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Xarray for Raster Data Processing</span></p>
 <ul class="nav bd-sidenav">
@@ -467,7 +467,7 @@ <h2>Tutorials<a class="headerlink" href="#tutorials" title="Link to this heading
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_spatial_query.html">Performing Spatial Queries</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_extract_from_excel.html">Extract a Shapefile Subset</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_fuzzy_table_join.html">Performing Fuzzy Table Joins</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_flood_frequency.html">Creating a Flood Frequncy Map</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/geopandas_flood_frequency.html">Creating a Flood Frequency Map</a></li>
 </ul>
 </div>
 <div class="toctree-wrapper compound">

notebooks/dask_creating_spatial_data.html

@@ -185,7 +185,7 @@
 <li class="toctree-l1"><a class="reference internal" href="geopandas_spatial_query.html">Performing Spatial Queries</a></li>
 <li class="toctree-l1"><a class="reference internal" href="geopandas_extract_from_excel.html">Extract a Shapefile Subset</a></li>
 <li class="toctree-l1"><a class="reference internal" href="geopandas_fuzzy_table_join.html">Performing Fuzzy Table Joins</a></li>
-<li class="toctree-l1"><a class="reference internal" href="geopandas_flood_frequency.html">Creating a Flood Frequncy Map</a></li>
+<li class="toctree-l1"><a class="reference internal" href="geopandas_flood_frequency.html">Creating a Flood Frequency Map</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Xarray for Raster Data Processing</span></p>
 <ul class="nav bd-sidenav">

notebooks/dask_median_composite.html

@@ -185,7 +185,7 @@
 <li class="toctree-l1"><a class="reference internal" href="geopandas_spatial_query.html">Performing Spatial Queries</a></li>
 <li class="toctree-l1"><a class="reference internal" href="geopandas_extract_from_excel.html">Extract a Shapefile Subset</a></li>
 <li class="toctree-l1"><a class="reference internal" href="geopandas_fuzzy_table_join.html">Performing Fuzzy Table Joins</a></li>
-<li class="toctree-l1"><a class="reference internal" href="geopandas_flood_frequency.html">Creating a Flood Frequncy Map</a></li>
+<li class="toctree-l1"><a class="reference internal" href="geopandas_flood_frequency.html">Creating a Flood Frequency Map</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Xarray for Raster Data Processing</span></p>
 <ul class="nav bd-sidenav">

notebooks/geopandas_bulk_geocoding.html

@@ -185,7 +185,7 @@
 <li class="toctree-l1"><a class="reference internal" href="geopandas_spatial_query.html">Performing Spatial Queries</a></li>
 <li class="toctree-l1"><a class="reference internal" href="geopandas_extract_from_excel.html">Extract a Shapefile Subset</a></li>
 <li class="toctree-l1"><a class="reference internal" href="geopandas_fuzzy_table_join.html">Performing Fuzzy Table Joins</a></li>
-<li class="toctree-l1"><a class="reference internal" href="geopandas_flood_frequency.html">Creating a Flood Frequncy Map</a></li>
+<li class="toctree-l1"><a class="reference internal" href="geopandas_flood_frequency.html">Creating a Flood Frequency Map</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Xarray for Raster Data Processing</span></p>
 <ul class="nav bd-sidenav">

notebooks/geopandas_extract_from_excel.html

@@ -185,7 +185,7 @@
 <li class="toctree-l1"><a class="reference internal" href="geopandas_spatial_query.html">Performing Spatial Queries</a></li>
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Extract a Shapefile Subset</a></li>
 <li class="toctree-l1"><a class="reference internal" href="geopandas_fuzzy_table_join.html">Performing Fuzzy Table Joins</a></li>
-<li class="toctree-l1"><a class="reference internal" href="geopandas_flood_frequency.html">Creating a Flood Frequncy Map</a></li>
+<li class="toctree-l1"><a class="reference internal" href="geopandas_flood_frequency.html">Creating a Flood Frequency Map</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Xarray for Raster Data Processing</span></p>
 <ul class="nav bd-sidenav">

notebooks/geopandas_flood_frequency.html

@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
-    <title>Creating a Flood Frequncy Map &#8212; Geospatial Python Tutorials</title>
+    <title>Creating a Flood Frequency Map &#8212; Geospatial Python Tutorials</title>
 
 
 
@@ -185,7 +185,7 @@
 <li class="toctree-l1"><a class="reference internal" href="geopandas_spatial_query.html">Performing Spatial Queries</a></li>
 <li class="toctree-l1"><a class="reference internal" href="geopandas_extract_from_excel.html">Extract a Shapefile Subset</a></li>
 <li class="toctree-l1"><a class="reference internal" href="geopandas_fuzzy_table_join.html">Performing Fuzzy Table Joins</a></li>
-<li class="toctree-l1 current active"><a class="current reference internal" href="#">Creating a Flood Frequncy Map</a></li>
+<li class="toctree-l1 current active"><a class="current reference internal" href="#">Creating a Flood Frequency Map</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Xarray for Raster Data Processing</span></p>
 <ul class="nav bd-sidenav">
@@ -448,7 +448,7 @@
 
 
 <div id="jb-print-docs-body" class="onlyprint">
-    <h1>Creating a Flood Frequncy Map</h1>
+    <h1>Creating a Flood Frequency Map</h1>
     <!-- Table of contents -->
     <div id="print-main-content">
         <div id="jb-print-toc">
@@ -475,8 +475,8 @@ <h2> Contents </h2>
 <div id="searchbox"></div>
                 <article class="bd-article">
 
-  <section id="creating-a-flood-frequncy-map">
-<h1>Creating a Flood Frequncy Map<a class="headerlink" href="#creating-a-flood-frequncy-map" title="Link to this heading">#</a></h1>
+  <section id="creating-a-flood-frequency-map">
+<h1>Creating a Flood Frequency Map<a class="headerlink" href="#creating-a-flood-frequency-map" title="Link to this heading">#</a></h1>
 <section id="overview">
 <h2>Overview<a class="headerlink" href="#overview" title="Link to this heading">#</a></h2>
 <p><a class="reference external" href="https://zenodo.org/records/18647054">Google Groundsource</a> is a dataset of high-resolution flood observation derived from news articles. It contains data of flood events from 2000-2025 with precise dates extracted from the text and the corresponding geographic polygons derived from geocoding locations from Google Maps boundaries. The full dataset contains 2.6 million records and is available as a Parquet file. This notebook demonstrates how to use GeoPandas to efficiently load, filter, and analyze this large Parquet dataset to aggregate this records over a regular grid and create a flood frequency map for your chosen country.</p>
@@ -491,8 +491,8 @@ <h2>Overview<a class="headerlink" href="#overview" title="Link to this heading">
 </ul>
 <p><strong>Data Credit</strong></p>
 <ul class="simple">
-<li><p>Google Groundsource dataset: <a class="reference external" href="https://zenodo.org/records/18647054">https://zenodo.org/records/18647054</a></p></li>
-<li><p>Natural Earth: <a class="reference external" href="https://www.naturalearthdata.com/">https://www.naturalearthdata.com/</a></p></li>
+<li><p>Mayo, R., Zlydenko, O., Bootbool, M., Fronman, S., Gilon, O., Hassidim, A., Kratzert, F., Loike, G., Matias, Y., Nakar, Y., Nearing, G., Sayag, R., Sicherman, A., Zemach, I., &amp; Cohen, D. (2026). Groundsource: A Dataset of Flood Events from News https://doi.org/10.5281/zenodo.18647054</p></li>
+<li><p>Made with Natural Earth. Free vector and raster map data &#64; naturalearthdata.com.</p></li>
 </ul>
 <p><strong>Running the Notebook</strong>:<br />
 The preferred way to run this notebook is on Google Colab.  <a href='https://colab.research.google.com/github/spatialthoughts/geopython-tutorials/blob/main/notebooks/geopandas_flood_frequency.ipynb' target='_parent'><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a></p>

notebooks/geopandas_fuzzy_table_join.html

@@ -76,7 +76,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'notebooks/geopandas_fuzzy_table_join';</script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="Creating a Flood Frequncy Map" href="geopandas_flood_frequency.html" />
+    <link rel="next" title="Creating a Flood Frequency Map" href="geopandas_flood_frequency.html" />
     <link rel="prev" title="Extract a Shapefile Subset" href="geopandas_extract_from_excel.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -185,7 +185,7 @@
 <li class="toctree-l1"><a class="reference internal" href="geopandas_spatial_query.html">Performing Spatial Queries</a></li>
 <li class="toctree-l1"><a class="reference internal" href="geopandas_extract_from_excel.html">Extract a Shapefile Subset</a></li>
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Performing Fuzzy Table Joins</a></li>
-<li class="toctree-l1"><a class="reference internal" href="geopandas_flood_frequency.html">Creating a Flood Frequncy Map</a></li>
+<li class="toctree-l1"><a class="reference internal" href="geopandas_flood_frequency.html">Creating a Flood Frequency Map</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Xarray for Raster Data Processing</span></p>
 <ul class="nav bd-sidenav">
@@ -3526,7 +3526,7 @@ <h3>Save the datasets<a class="headerlink" href="#save-the-datasets" title="Link
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Creating a Flood Frequncy Map</p>
+        <p class="prev-next-title">Creating a Flood Frequency Map</p>
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