Replace s3://snowex-data from tutorials with zenodo dataset (#160)

* core-datasets updates

* geospatial mods

* mods to geospatial, lidar, nsidc

* remove s3 from thermal tutorial

* ML and microstructure updates

* sar updates

* camera tutorial update

* final zenodo paths

* fix zenodo download cells

* bump cache key

* fix sentinel1 data download cell

* remove jupyterhub instruction from readme

.github/workflows/cron.yaml

@@ -21,7 +21,7 @@ jobs:
       # NOTE: change key to "jupyterbook-N+1" to force rebuilding cache
       with:
         path: ./book/_build
-        key: jupyterbook-4
+        key: jupyterbook-5
 
     - name: Pull Docker Image
       run: |

.github/workflows/deploy.yaml

@@ -23,7 +23,7 @@ jobs:
       # NOTE: change key "jupyterbook-N+1" to force rebuilding cache
       with:
         path: ./book/_build
-        key: jupyterbook-4
+        key: jupyterbook-5
 
     # NOTE: download build-artifact (_build) folder to inspect cache locally 
     # - name: List Jupyter-Cache contents

.github/workflows/netlifypreview.yaml

@@ -25,7 +25,7 @@ jobs:
       # NOTE: change key to "jupyterbook-N+1" to force rebuilding cache
       with:
         path: ./book/_build
-        key: jupyterbook-4
+        key: jupyterbook-5
 
     - name: Pull SnowEX Docker Image
       run: |

.github/workflows/test.yaml

@@ -30,7 +30,7 @@ jobs:
       # NOTE: change key to "jupyterbook-N+1" to force rebuilding cache
       with:
         path: ./book/_build
-        key: jupyterbook-4
+        key: jupyterbook-5
 
     - name: Pull Docker Image
       run: |

README.md

@@ -3,14 +3,6 @@
 
 https://snowex-hackweek.github.io/website
 
-## Run tutorials on JupyterHub
-
-** NOTE: this is the preferred way to run tutorials, because you will have access to some external resources like s3://snowex-data **
-
-  1. Log onto http://snowex.hackweek.io (you need to be a member of https://github.com/snowex-hackweek)
-  2. Clone this repository `git clone https://github.com/snowex-hackweek/website`
-  3. Navigate to tutorial notebook you want to run: `cd website/book/tutorials/raster`
-
 ## Run tutorials on BinderHub
 [![badge](https://img.shields.io/static/v1.svg?logo=Jupyter&label=PangeoBinderAWS&message=us-west-2&color=orange)](https://aws-uswest2-binder.pangeo.io/v2/gh/snowex-hackweek/website/main?urlpath=git-pull%3Frepo%3Dhttps%253A%252F%252Fgithub.com%252Fsnowex-hackweek%252Fwebsite%26urlpath%3Dlab%252Ftree%252Fwebsite/book/tutorials%252F%26branch%3Dmain)
 
@@ -27,6 +19,7 @@ docker compose up
 ## GitHub Deployment (changing book contents)
 The repository comes with a preconfigured GitHub Actions script so that any commits to the `main` branch are deployed the the GitHub Pages hosted website.
 
+
 ## Local Development (adding tutorials)
 To add a tutorial as a jupyter notebook under [./book/tutorials](./book/tutorials), you'll want to use a consistent environment. The best approach for this is to use a [Docker](https://docs.docker.com/get-docker/) Image (this ensures tutorials run in the same environment whether it is your laptop, the event JupyterHub, or some other server):
 ```