 Okay, hi, I am Pratheem. I am learning more about, we have a few things. So as well as I said, there's going to be a quick introduction on what databases we support with Julia. So it's going to be a good way. So basically here, there's a list of supported databases. So if you see, you know, Julia supports the majority of the databases. So you can see relational databases, you can see no signals, and then you can see your in-memory databases. There are some of the top ones here, okay. But the key point here is that it's supported very often. So what we have done is we have picked some of the TV drivers, okay. So basically you can see here, you know, the MySQL driver, you know, that can work with MySQL. And if you see ODBC or the JDBC driver, it can work with the majority of the databases, which you would see shortly, okay. And then the other thing is, you know, the JDBC driver that is available, you can also connect to, you know, Apache HPS through the Apache Phoenix, you know, HDR layer. And then there's support for host layers. So again, basically this is the, you know, feature-wise comparison. So of course, there is an insert, you know, connector, of course, there is everything. So this also, that's about the various other features each of these driver provides, you know, for example, the pre-play segment is there, most of them, okay. Then support for multi-queries. We did the MySQL driver, support for minor test models. And that's, unfortunately, we have problems. So basically one of the ideas here is to have a kind of common interface layer so that, you know, we have the same kind of interfaces for all the databases. You will see that, you know, later, you know, why I'm saying this. Then there is support for proxy pack. And then the supported packet. So if you see, as I said before, you know, for the bodyBC and the JDBC driver, some of what others are, you know, it can connect to any kind of packet, okay. So we did some kind of, you know, benchmarking. It's not a big one. We are actually going for, you know, billions of records. And that is still the problem. Unfortunately, we could not get that into the same time. Okay. But that is something that we are doing so that, you know, we thought of, but at least, at least again, then you operate like you are just looking good on the billions of records. So if you see, most of the drivers here are sort of, you know, data parameters in terms of their performance, they are doing very good. But there is the same thing that I said before. If you want to see how you can actually connect your database, it's very simple. In most cases, it is just two or three or four lines of code. So in the bicycle thing, you just have to connect with your basic connection parameters and then just call or execute query, as simple as that. Of course, my secret also supports repair statement, so in which case, probably another, you know, one more line of code. So it's mostly again, it's just four lines. So it's as simple as this. Okay. That's the thing. And if you notice here, one of the things, you know, what I said earlier was to have some kind of a common interface layer. If you see here, you can see the difference in the interfaces here. So that's one thing that we are working on and probably have a common interface across the databases. Okay. So in which way, you know, what that means is that, you know, you will be able to switch between databases very easily without having to change any of your code. It's giving data frames, right? The right-hand side, both of them. Are they returning data frames? Yes. In fact, all of them are returning data frames. So in terms of road map, as I said, you know, we want to have a common interface layer across all the databases and support for blobs. Then of course, we have support for no SQL. We do have support first, you know, and you saw in the earlier list that we do support MongoDB and what we have, but there also, we would probably want to have some kind of a common interface layer there as well. And probably we'll also add more databases like this. Okay. And also, of course, another thing which I have not mentioned here is probably we will also do this kind of benchmarking for all the databases and published parts of it. Before many of you use, you have some idea of what you are getting. And of course, we just have to say, we need more and more contributors. So any of you on the internet, you're always at the test. That's the short introduction of the databases. Any questions? So with a common interface, is there a design for the databases? So we know that R has this library DBI, for example, which is sort of common interface for accessing any kind of database. So in fact, there is a DBI packet even in Julia, but unfortunately, I've not been there, and all the drivers actually come up to that. So that's what I'm talking about. Okay. We want to get there short, as soon as we can. But we're not there yet. Yeah. But there is a packet, but we won't come up to that. Not all the packages will come up to that. So that's where we want to get to. Okay. Thank you very much. Thanks, everyone.