Update Scipy 2026 tutorial website page (#358)

Author: VeckoTheGecko

workshops/scipy2026/index.ipynb

@@ -9,52 +9,54 @@
     "\n",
     "## Welcome to the Xarray SciPy 2026 Tutorial! \n",
     "\n",
-    "> 🚧👷‍♀️🏗️ This page is under construction\n",
+    "> 🚧👷‍♀️🏗️ This page is under construction. Please check back later.\n",
     "\n",
-    "<!-- <img src=\"https://images.squarespace-cdn.com/content/v1/6743676bb9f2e109f0ddba96/055e9b3f-965f-42c7-b496-2ba3870e216e/Logo_color-black.png?format=1500w\" align=\"right\" width=\"20%\"> TODO: Update for 2026 --> \n",
+    "<img src=\"https://images.squarespace-cdn.com/content/v1/69223993a619b0382ba1b905/9ef1aa1c-4fab-404d-818c-17edcb653166/Horizontal.png?format=1500w\" align=\"right\" width=\"20%\">\n",
     "\n",
     "**Everything is an Xarray Dataset**\n",
     "\n",
-    "<!-- July 8, 13:30–17:30 (US/Pacific), Tacoma Convention Center Room 315 # TODO: Update for 2026 -->\n",
+    "July 14, 13:30–17:30 (CDT), University of Minnesota (526 Delaware Street SE), room HSEC 2-138\n",
     "\n",
-    "<!-- This *4-hour* workshop will explore content from [the Xarray tutorial](https://tutorial.xarray.dev), which contains a comprehensive collection of hands-on tutorial Jupyter Notebooks. We will review a curated set of examples that will prepare you for increasingly complex real-world data analysis tasks! TODO: Update for 2026-->\n",
+    "This *4-hour* workshop will explore content from [the Xarray tutorial](https://tutorial.xarray.dev), which contains a comprehensive collection of hands-on tutorial Jupyter Notebooks. We will review a curated set of examples that will prepare you for increasingly complex real-world data analysis tasks!\n",
     "\n",
     ":::{admonition} Learning Goals\n",
-    "TODO: Update learning goals for 2026\n",
     "- Understand Xarray’s core data structures\n",
-    "- Understand how to map typical Xarray computations and workflows over hierarchical data\n",
+    "- Understand how to use various backend engines, as well as create your own\n",
+    "- Understand what data cataloguing is, and how it applies to Xarray\n",
     "- Understand how common storage formats correspond to the DataTree model\n",
-    "- Open a public Zarr store in the cloud and manipulate the contents\n",
-    ":::"
+    "- Understand how to use Xarray's flexible indices\n",
+    ":::\n",
+    "\n",
+    "\n"
    ]
   },
   {
    "cell_type": "markdown",
    "id": "1",
    "metadata": {},
    "source": [
-    "<!-- ## Schedule \n",
+    "## Schedule\n",
     "\n",
-    "*Times in US/Pacific Timezone (Tacoma, WA)\n",
+    "*Times in local time\n",
     "\n",
     "Use the links to navigate to the right notebooks.\n",
     "\n",
+    "**Everything is an Xarray dataset**\n",
+    "\n",
     "| Topic | Time | Notebook Links | \n",
     "| :- | - | - | \n",
     "| Introduction and Setup | 1:30 (10 min) | | \n",
     "| The Xarray Data Model | 1:40 (50 min) | [Data structures Part 1](../../intermediate/datastructures-intermediate.ipynb)|\n",
-    "|||[Data structures In Biology](../../intermediate/BiologyDataset.ipynb)| \n",
     "|||[Data structures Part 2](../../fundamentals/01_data_structures.md)| \n",
-    "| *10 minute Break*  \n",
-    "| Computational Patterns | 2:30 (50 min) | [Computational Patterns](../../fundamentals/03.1_computation_with_xarray.ipynb) <br> [Hierarchical computation](../../intermediate/computation/hierarchical_computation.ipynb) |  \n",
-    "| *10 minute Break*  | \n",
-    "| Storage formats | 3:30 (50 min) | [Storage formats](../../fundamentals/01.1_io.ipynb)  |  \n",
-    "| *10 minute Break*  | \n",
-    "| Zarr & the cloud | 4:30 (50 min)  | [Intro to Zarr](../../intermediate/intro-to-zarr.ipynb) |\n",
-    "| | End 5:30 | | \n",
-    "\n",
-    "TODO: Update\n",
-    "-->"
+    "|||[Datatrees and Hierarchical data](../../fundamentals/01_datatree_hierarchical_data.ipynb)|\n",
+    "| *10 minute Break* \n",
+    "| Xarray backends | 2:40 (60 min) | [Add link Intro to backends](../../advanced/backends/intro-backends.ipynb)|\n",
+    "|||Working with Xarray's backends ([Zarr stores in the cloud](../../intermediate/hierarchical_zarr_store.ipynb), [Rioxarray](../../advanced/backends/rasterio_backend.ipynb) )|\n",
+    "||| (TODO add link) Creating custom backends |\n",
+    "| *10 minute Break* \n",
+    "| Data cataloguing | 3:50 (40 min) | [Data cataloging](../../intermediate/cataloging.ipynb) |\n",
+    "| *10 minute Break* \n",
+    "| Flexible indices | 4:40 (50 min) | TODO: Add links |"
    ]
   },
   {