 All right, thanks So there are a lot of visualization tools that you can basically use to visualize your data But I actually just took two types of visualization tools that I will actually share to you guys today But before I even go there, let's take a look at this painting. What puzzle is this painting? Yeah, 10 seconds to do it. I only have five minutes All of it? No, let's hide it Depends on lots of physics. That's right. Look at the water falling down and going to the channel The channel is actually on horizontal plane. You know at the same time on a vertical plane Only NCS or you can do that and the rest of the data scientists was here raise your hand if you're a data scientist We have one we have two Three four great you guys rock. All right, so this is the kind of things that data scientists do every day They find the needle in the haystack and it takes a challenge like this Now that they need a tool to basically do the work like that, right? And Apache Zeppelin is basically an open-source tool developed by folks in Japan They donated an Apache and it allows them to plug in any kind of programming languages that they can use Right, so think of shell scripting pass good thing Python Java hide You name it. So you they can provide all the conflicts programming languages And if they don't see it in there, they can plug in the program language that they want to use Interpache Zeppelin by just doing several Coding that they can do on the backhand side and visualize the data interactively So think of a whiteboard you write your code on your whiteboard Imagine there's a gold button on the bottom right corner press that and your code executes and you can see it as it happens so concept of Doing it like that same way with Apache Zeppelin. So makes the lives easier for data scientists and Allows them to do data ingestion data discovery data Analytics and visualization as well All right, so there's another persona besides MCSR. Yeah, Sherlock Holmes So who are the administrators if you are using a dude who are the head of administrators? We have any head of administrators here? All right, so we got a couple So basically the the other side of this visualization tool is finding things that's going to go wrong or once You know, but are there any issues at the moment? So Apache Embarie is an open source tool developed by a lot of the Organizations working together to provide a easy tool to manage the cluster. So you have Provisioning of your cluster management of the cluster and monitoring of the cluster You can take one guy to manage one thousand machine no cluster for a dude and manage it And that's very doable. I don't think you can pull it off legacy All right, the other piece of this is so we're talking about managing your cluster operations now Let's talk about Applications that actually will leverage it. So think of a travel agency A travel agency could provide a backbone or a company could provide a backbone for travel agencies to book tickets, right? Let's just say they have five great applications worldwide running on at the same time and each of those applications generates revenue so go away and you lost those applications has to run all the time and We have This tool called cabana and banana. I'm waiting for near banana to come up These tools basically sits on top of a certain indexing tool like solar elastic search So it allows you to suck in all the data provide the logic that will basically turn on those application logs out of 500 And that we mean what's going on with this application any occurrences of exceptions errors or Indications that the application is going to actually go down So you can see this in real time. There's actually one organization here in Atlanta They were able to determine if there's an issue within 500 milliseconds across 500 applications worldwide And they're able to act on it right away Pretty cool tools within mp3 to visualize the data very valuable customizable. You can see all the widgets And then identify what machines are having issues what kind of issues they have and so on That's it. All right guys