diff --git a/demo/RasterJulia/Manifest.toml b/demo/RasterJulia/Manifest.toml
new file mode 100644
index 0000000..065c768
--- /dev/null
+++ b/demo/RasterJulia/Manifest.toml
@@ -0,0 +1,2072 @@
+# This file is machine-generated - editing it directly is not advised
+
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+manifest_format = "2.0"
+project_hash = "e055a85d99ccb9b4e0a8075d7fba17af33e79dd2"
+
+[[deps.ASCIIrasters]]
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+
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+ AbstractFFTsTestExt = "Test"
+
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+ ArrayInterfaceChainRulesExt = "ChainRules"
+ ArrayInterfaceGPUArraysCoreExt = "GPUArraysCore"
+ ArrayInterfaceReverseDiffExt = "ReverseDiff"
+ ArrayInterfaceStaticArraysCoreExt = "StaticArraysCore"
+ ArrayInterfaceTrackerExt = "Tracker"
+
+ [deps.ArrayInterface.weakdeps]
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diff --git a/demo/RasterJulia/Project.toml b/demo/RasterJulia/Project.toml
new file mode 100644
index 0000000..392552d
--- /dev/null
+++ b/demo/RasterJulia/Project.toml
@@ -0,0 +1,9 @@
+[deps]
+ArchGDAL = "c9ce4bd3-c3d5-55b8-8973-c0e20141b8c3"
+DimensionalData = "0703355e-b756-11e9-17c0-8b28908087d0"
+GLMakie = "e9467ef8-e4e7-5192-8a1a-b1aee30e663a"
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+NetCDF = "30363a11-5582-574a-97bb-aa9a979735b9"
+RasterDataSources = "3cb90ccd-e1b6-4867-9617-4276c8b2ca36"
+Rasters = "a3a2b9e3-a471-40c9-b274-f788e487c689"
+YAXArrays = "c21b50f5-aa40-41ea-b809-c0f5e47bfa5c"
diff --git a/demo/RasterJulia.ipynb b/demo/RasterJulia/RasterJulia.ipynb
similarity index 100%
rename from demo/RasterJulia.ipynb
rename to demo/RasterJulia/RasterJulia.ipynb
diff --git a/demo/_toc.yml b/demo/_toc.yml
index bf94043..15f2719 100644
--- a/demo/_toc.yml
+++ b/demo/_toc.yml
@@ -13,7 +13,8 @@ parts:
- file: SST_AI
- caption: Demo with Julia notebook
chapters:
- - file: RasterJulia
+ - file: intro_YAXArrays/intro_YAXArrays
+ - file: RasterJulia/RasterJulia
- caption: Beyond the demo
chapters:
- file: afterword/resources
diff --git a/demo/intro_YAXArrays/Manifest.toml b/demo/intro_YAXArrays/Manifest.toml
new file mode 100644
index 0000000..5357960
--- /dev/null
+++ b/demo/intro_YAXArrays/Manifest.toml
@@ -0,0 +1,3455 @@
+# This file is machine-generated - editing it directly is not advised
+
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diff --git a/demo/intro_YAXArrays/intro_YAXArrays.ipynb b/demo/intro_YAXArrays/intro_YAXArrays.ipynb
new file mode 100644
index 0000000..1b58a00
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "b9040855-bb5e-41f2-92f1-09d0f47dd1ae",
+ "metadata": {},
+ "source": [
+ "# YAXArrays and mapCube in Julia\n",
+ "\n",
+ "![](\"https://upload.wikimedia.org/wikipedia/commons/1/1f/Julia_Programming_Language_Logo.svg\")
\n",
+ "\n",
+ "In this lesson, we discuss cover the basics of YAXArray data structures and mapCube in Julia. \n",
+ "\n",
+ "## Authors & Contributors\n",
+ "\n",
+ "### Notebook\n",
+ "- Felix Cremer, Max Planck Institute for Biogeochemistry (Germany), [@felixcremer](https://github.com/felixcremer)\n",
+ "\n",
+ "### Contributors\n",
+ "- Anne Fouilloux, Simula (Norway), [@annefou](https://github.com/annefou)\n",
+ "\n",
+ "\n",
+ "This tutorial is based on the Jupyter notebook [General introduction to YAXArrays.jl and mapCube](https://github.com/JuliaDataCubes/datacubes_in_julia_workshop/blob/main/intro_YAXArrays.ipynb) from [Geospatial data cubes in Julia workshop](https://juliadatacubes.github.io/datacubes_in_julia_workshop/).\n",
+ "\n",
+ "\n",
+ "\n",
+ "
Overview\n",
+ "
\n",
+ "
\n",
+ "
Questions\n",
+ "
\n",
+ " - What is YXArrays.jl?
\n",
+ " - What is mapCube and what can I used it for?
\n",
+ " - How can I read and manipulate a Zarr dataset in Julia?
\n",
+ " - How can apply a function to my entire or a portion of my dataset?
\n",
+ " - How can I use Python or R in Julia?
\n",
+ "
\n",
+ "
Objectives\n",
+ "
\n",
+ " - Understand YXArrays.jl and mapCube in Julia
\n",
+ " - Read and write Zarr datasets
\n",
+ " - Apply a simple or rather complex function to perform complex data analysis
\n",
+ "
\n",
+ "