 So we you've seen a bit about what's in the drive is so it's based on next cloud and we have Storage in s3. We have about 250 terabytes of research data 20 universities 54 instances and all of that stuff that we talked about and one of our things that we Want to do is to be a like a one-stop shop or an academic toolbox for researchers so Right now they can use our next club set up to store their research data But we also want them to be able to Process their data there and then publish their research data So that's what we are working on so one of the things that we want to integrate is Jupiter hub So Jupiter hub gives you an opportunity to have a Jupiter notebook in the in the browser where you can write for example, Python code On data on your system so you you can do this in a single docker container or you can Run it on a huge GPU cluster with a patchy spark or something like this so Basically, you per hub is an existing thing which manages all of this for you and they have a Kubernetes operator Which we looked at and we integrated into to next cloud So I set up Jupiter hub. I wrote the next cloud app which can display The interface within next cloud. I Integrated the login using open ID connect. So you log into Jupiter hub Using your next cloud account. So basically when you click on the app button, you will see this You will get the grant authorization Authorization button within the next cloud interface and then I also set up syncing We we are all of tokens. So your next cloud files are synced into the container where Jupiter Notebook is running. So you have your next cloud files available And I have a little demo of this So here you can see I log in using single sign-on In the global say scale setup and I'm redirected to my instance so I have all my next cloud files here and Here's a Folder. It's nothing special. It's just an empty folder which I opted to call Jupiter And it's empty there. I Click on the Jupiter notebook app And I log in and I grant access and Then I get the Jupiter hub Interface and I'm logged in as my next cloud user Start the this spawns a Docker container in Kubernetes Which is able to run Jupiter notebooks and you can see all of my files here. This is the empty folder I showed you I create a notebook there and I Write some wonderful Python code And I can run it here in the interface can save my files And then I can go back to the files app And we can look in our folder and there is our Jupiter notebook. So there's a two-way Sync between the the two Yes, so yeah, that's basically it You can email me at kanoetsuna.se if you have any questions Thanks