WEBVTT 00:00.000 --> 00:07.000 Fantastic. 00:07.000 --> 00:12.000 Welcome. 00:12.000 --> 00:19.440 So I'm going to cover a lot and I have a set of friends in India and around the world 00:19.440 --> 00:25.720 watching. So it's being live screen. So welcome in India. It's 10,000 kilometers away. 00:25.720 --> 00:29.080 So they can't be heard over here. 00:29.080 --> 00:34.080 But I will be showing some clips and then. Okay, off we go. 00:34.080 --> 00:39.080 So I'm talking about knowledge graphs and semantic time. 00:39.080 --> 00:43.080 How many people have used knowledge graphs? 00:43.080 --> 00:47.080 Good. I want to pick your brains. 00:47.080 --> 00:54.080 Right. So this is an open, a free and open source session. 00:54.080 --> 00:56.080 So we have to have mascots. 00:56.080 --> 01:01.080 So these are these are the mascots that you know and love. 01:01.080 --> 01:04.080 But the open knowledge foundation, 01:04.080 --> 01:07.080 around by Sarah, has got a mascot, 01:07.080 --> 01:10.080 Chuff the Ocarpy and we've talking more about that. 01:10.080 --> 01:13.080 And we have our own mascot, Amy the kangaroo. 01:13.080 --> 01:15.080 She couldn't come because of Brexit. 01:15.080 --> 01:18.080 Stuff and also. 01:18.080 --> 01:20.080 Right. 01:20.080 --> 01:24.080 So it's going to be fun, but we are deadly serious. 01:24.080 --> 01:28.080 Hundreds of millions of people are going to die because of climate. 01:28.080 --> 01:32.080 And some of those will die because they don't have the knowledge they need. 01:32.080 --> 01:38.080 And we are appalling the bad at getting knowledge out to people in the 21st century. 01:38.080 --> 01:44.080 So semantic knowledge is one of the ways to try and get believable, 01:44.080 --> 01:47.080 verifiable knowledge out to the world. 01:47.080 --> 01:50.080 So very serious. 01:51.080 --> 01:54.080 I don't know anybody else who's getting this out. 01:54.080 --> 01:57.080 Guterious has called this manual. 01:57.080 --> 02:03.080 I'm going to be showing you the manual for human survival. 02:03.080 --> 02:07.080 And nobody's interested in it. 02:07.080 --> 02:10.080 Right. So we're a community. 02:10.080 --> 02:12.080 We collect climate information. 02:12.080 --> 02:14.080 We make it semantic. 02:14.080 --> 02:16.080 So machines can understand it. 02:16.080 --> 02:18.080 We annotate it. 02:18.080 --> 02:21.080 And we do it for all sorts of purposes. 02:21.080 --> 02:24.080 Learning, reuse, advocacy. 02:24.080 --> 02:26.080 But we actually want people to use this. 02:26.080 --> 02:29.080 So please, if you're anybody who's interested in climate. 02:29.080 --> 02:30.080 And you all should be. 02:30.080 --> 02:35.080 Have a look at this material because it's critical to all of us. 02:35.080 --> 02:41.080 Here's us in India earlier this year. 02:41.080 --> 02:43.080 Covered with flowers. 02:43.080 --> 02:45.080 And here's Frater Hector. 02:45.080 --> 02:47.080 You'll be hearing a little clip from here. 02:47.080 --> 02:54.080 And Frater will be talking at ORDM in two weeks time. 02:54.080 --> 02:58.080 Here are the people who make this possible. 02:58.080 --> 03:03.080 National Institute for Plantry, Nome Research in Delhi. 03:03.080 --> 03:06.080 Frater's at Ashoka University. 03:06.080 --> 03:12.080 And Amberine, one of our earlier volunteers, is in Kashmir. 03:12.080 --> 03:15.080 And Frater has been developing software. 03:15.080 --> 03:21.080 She's now handing over to Amberine in what I call a doctor who model of open source. 03:21.080 --> 03:26.080 And that's one thing you should look at for succession of projects. 03:26.080 --> 03:30.080 We have five years and we have about 100 people 03:30.080 --> 03:34.080 who've been through our system. 03:34.080 --> 03:38.080 Just been joined by six new interns. 03:38.080 --> 03:41.080 There are only just three weeks in. 03:41.080 --> 03:47.080 And each of them picks a chapter of this massive IPCC material 03:47.080 --> 03:50.080 into governmental panel on climate change. 03:50.080 --> 03:54.080 And you can see that they've all picked different chapters here. 03:54.080 --> 03:58.080 So it's a very nice, parallelizable effort. 03:58.080 --> 04:01.080 Each of them does a chapter, each applies the same technology 04:01.080 --> 04:04.080 to the chapter and then contributes back. 04:04.080 --> 04:09.080 And it's a wonderful learning process and a wonderful way of debugging our software, 04:09.080 --> 04:12.080 which needs a lot of debugging. 04:12.080 --> 04:17.080 And Sarah and at the bottom will be presenting. 04:17.080 --> 04:21.080 We do what we call learning by doing. 04:21.080 --> 04:23.080 Everybody here learns by doing right. 04:23.080 --> 04:25.080 So there are no lectures. 04:25.080 --> 04:28.080 But we do meet a lot online. 04:28.080 --> 04:31.080 We meet in the early stages of the interns. 04:31.080 --> 04:36.080 Two hours a day, every day, every week, they say five days a week, 04:36.080 --> 04:38.080 where we review the project. 04:38.080 --> 04:40.080 We will review the software and so on. 04:40.080 --> 04:43.080 But then as the project goes through its scales, 04:43.080 --> 04:46.080 and people do things offline. 04:46.080 --> 04:50.080 And you're going to see a very nice contribution from Sharon. 04:50.080 --> 04:53.080 And she's done a lot of this online. 04:53.080 --> 04:54.080 Right. 04:54.080 --> 04:56.080 So let's get straight in. 04:56.080 --> 05:00.080 I'm going to show you two presentations at the tech we want, 05:00.080 --> 05:05.080 which is what Sarah organized and ran very well. 05:05.080 --> 05:10.080 About two months ago from the Open Knowledge Foundation. 05:10.080 --> 05:15.080 So I'm going to show you a bit of data and then a bit of a paradigm. 05:15.080 --> 05:20.080 This is in a situation if you haven't heard the word. 05:20.080 --> 05:21.080 It's not. 05:21.080 --> 05:25.080 Yes, you need to put it on the screen. 05:25.080 --> 05:26.080 No. 05:26.080 --> 05:27.080 No. 05:27.080 --> 05:31.080 It should have been mirrored, but it's not mirrored. 05:31.080 --> 05:36.080 Oh, maybe you are in presentation. 05:36.080 --> 05:37.080 Yes. 05:37.080 --> 05:38.080 I'm in presentation. 05:38.080 --> 05:41.080 So if you escape here, I guess. 05:41.080 --> 05:42.080 Yeah, that's what? 05:42.080 --> 05:44.080 That's working. 05:44.080 --> 05:45.080 Okay. 05:45.080 --> 05:46.080 No problem. 05:46.080 --> 05:48.080 I've had much worse in the server. 05:48.080 --> 05:49.080 Yes. 05:49.080 --> 05:51.080 Exactly. 05:51.080 --> 05:52.080 Right. 05:52.080 --> 05:55.080 So let's see if we can get straight back. 05:58.080 --> 06:00.080 He's in the top right. 06:00.080 --> 06:03.080 She should be bigger, but. 06:03.080 --> 06:04.080 Five minutes. 06:04.080 --> 06:08.080 Talk about what's in the kitchen that's been there. 06:08.080 --> 06:12.080 And I let you all decide. 06:12.080 --> 06:15.080 It's sustainable. 06:15.080 --> 06:17.080 All right. 06:17.080 --> 06:19.080 So. 06:19.080 --> 06:21.080 There's so much knowledge. 06:21.080 --> 06:23.080 Kind of knowledge out there. 06:23.080 --> 06:26.080 I don't know if it's also mentioning. 06:26.080 --> 06:28.080 I guess you see reports, for example, 06:28.080 --> 06:31.080 could be thousands of pictures stood in juckin. 06:31.080 --> 06:34.080 And your next liberty duckin is at either cop blockin. 06:34.080 --> 06:37.080 And some also thousands of pictures long. 06:37.080 --> 06:38.080 Um. 06:38.080 --> 06:40.080 They don't know. 06:40.080 --> 06:44.080 Here's just talking about Tim Berners Lee's five star documents. 06:44.080 --> 06:47.080 Have any of you come across five star documents? 06:47.080 --> 06:48.080 An engine. 06:48.080 --> 06:49.080 And you should. 06:49.080 --> 06:51.080 Because it's critical. 06:51.080 --> 06:53.080 For at least it's in the course. 06:53.080 --> 06:54.080 You want to visit the course. 06:54.080 --> 06:57.080 And tell it to visit your engine. 06:57.080 --> 06:59.080 In this direction, which is different. 06:59.080 --> 07:00.080 At PCC website. 07:00.080 --> 07:02.080 You want to see the website. 07:02.080 --> 07:03.080 Um. 07:03.080 --> 07:04.080 And at PCC. 07:04.080 --> 07:05.080 Lottery. 07:05.080 --> 07:06.080 All. 07:06.080 --> 07:07.080 One. 07:07.080 --> 07:08.080 And articles. 07:08.080 --> 07:10.080 In we live five gig papers. 07:10.080 --> 07:11.080 They. 07:11.080 --> 07:12.080 Um. 07:12.080 --> 07:14.080 Turn these supports into something that's semantic. 07:14.080 --> 07:16.080 And annotations. 07:16.080 --> 07:17.080 Uh. 07:17.080 --> 07:18.080 With the help of dictionaries. 07:18.080 --> 07:21.080 And make them five star documents. 07:21.080 --> 07:22.080 So. 07:22.080 --> 07:24.080 I start dictionary. 07:24.080 --> 07:25.080 For example, as you can see. 07:26.080 --> 07:28.080 This is an example that we've made. 07:28.080 --> 07:29.080 Has got. 07:29.080 --> 07:31.080 And then unique identity funders. 07:31.080 --> 07:33.080 But that's to it. 07:33.080 --> 07:34.080 Making it five star. 07:34.080 --> 07:35.080 Um. 07:35.080 --> 07:36.080 In keeping. 07:36.080 --> 07:37.080 And it's. 07:37.080 --> 07:38.080 But unique. 07:38.080 --> 07:39.080 And it comes to like. 07:39.080 --> 07:41.080 From. 07:41.080 --> 07:43.080 And. 07:43.080 --> 07:44.080 And. 07:44.080 --> 07:45.080 And. 07:45.080 --> 07:47.080 How many of you are involved with. 07:47.080 --> 07:48.080 Wikidata. 07:48.080 --> 07:49.080 Good. 07:49.080 --> 07:50.080 I need to. 07:50.080 --> 07:51.080 Wonderful. 07:51.080 --> 07:52.080 I need to talk to afterwards. 07:52.080 --> 07:53.080 I really need. 07:53.080 --> 07:54.080 Wikidata friends. 07:55.080 --> 07:56.080 Right. 07:56.080 --> 07:57.080 Okay. 07:57.080 --> 07:58.080 Um. 07:58.080 --> 08:00.080 Back to the presentation. 08:00.080 --> 08:01.080 Um. 08:01.080 --> 08:02.080 Right. 08:02.080 --> 08:04.080 We'll feel a little bit of paragat. 08:06.080 --> 08:08.080 It's got to go back to presentation. 08:08.080 --> 08:09.080 That's. 08:09.080 --> 08:10.080 So. 08:10.080 --> 08:11.080 Okay. 08:11.080 --> 08:12.080 Well. 08:12.080 --> 08:13.080 Don't worry. 08:15.080 --> 08:16.080 So. 08:16.080 --> 08:18.080 It should be this one. 08:18.080 --> 08:19.080 No. 08:19.080 --> 08:20.080 No. 08:20.080 --> 08:21.080 Yeah. 08:21.080 --> 08:22.080 This one. 08:22.080 --> 08:23.080 Good. 08:24.080 --> 08:25.080 So. 08:25.080 --> 08:27.080 So this is paragat. 08:27.080 --> 08:28.080 Now. 08:28.080 --> 08:29.080 One. 08:29.080 --> 08:30.080 I don't. 08:30.080 --> 08:31.080 Actually had no coding at all. 08:31.080 --> 08:32.080 Um. 08:32.080 --> 08:33.080 And she learned all this. 08:33.080 --> 08:34.080 It's okay. 08:34.080 --> 08:35.080 Okay. 08:35.080 --> 08:36.080 Okay. 08:36.080 --> 08:37.080 It's. 08:37.080 --> 08:38.080 It's. 08:38.080 --> 08:39.080 It's. 08:39.080 --> 08:40.080 It's. 08:40.080 --> 08:41.080 It's. 08:41.080 --> 08:42.080 In my demo. 08:42.080 --> 08:43.080 Yes. 08:43.080 --> 08:44.080 Okay. 08:44.080 --> 08:45.080 Then. 08:45.080 --> 08:46.080 I. 08:46.080 --> 08:48.080 And this. 08:48.080 --> 08:49.080 And. 08:49.080 --> 08:50.080 And. 08:51.080 --> 08:52.080 Well. 08:54.080 --> 08:56.080 So. 08:56.080 --> 08:57.080 We have. 08:57.080 --> 08:59.080 Whatever. 08:59.080 --> 09:00.080 So. 09:00.080 --> 09:01.080 Me. 09:05.080 --> 09:06.080 I'll have a. 09:06.080 --> 09:09.080 So. 09:09.080 --> 09:12.080 So. 09:12.080 --> 09:17.120 of the chapters and we have the clean content that is the HTML semantic version of the 09:17.120 --> 09:24.840 documents. Similarly, the UNF 60 that is United Nations Framework Convention of the Climate 09:24.840 --> 09:34.680 Change have cost that we need to manually dump as a metric climate. We have data taken 09:34.680 --> 09:40.680 for the UNF 60 report which indexes all, you know, which can browse everything. And all 09:40.680 --> 09:45.160 the reports have been converted into semi-flipped documents. 09:45.160 --> 09:52.360 Okay, well, we don't think it is. These are 15 minutes long, so we'll skip those. But they're 09:52.360 --> 10:06.160 online and you should look at them. Oh, presentation, that's fine. Okay, on we go. So, whatever 10:06.160 --> 10:11.760 his faults, Richard Solomon came up with the four freedoms and these are critical. And 10:11.760 --> 10:16.520 they're not only critical to software, but they've also, I think, spread across the world. 10:16.520 --> 10:23.040 So, they help to launch the human genome as an open project and many projects look 10:23.040 --> 10:36.120 back to software freedoms as probably one of the, how many? No problem. No problems. And so, 10:36.360 --> 10:44.600 this has infected positively all our thinking in the future. So, our mission is to create 10:44.600 --> 10:53.400 very fireball, computable climate knowledge. By very fireball, I mean, you can say, what authority 10:53.400 --> 10:58.520 produced it and to be sure that it's a material that comes out of that authority? It doesn't 10:58.520 --> 11:04.760 mean it's right. I mean, they say it's going to flood in 10 years time, you know, that may 11:04.840 --> 11:14.680 or may not happen, but that is a true statement from them. This is all that's on it, a huge amount 11:14.680 --> 11:23.560 of stuff, 20,000 pages, hundreds of thousands of links and so on. And so we're going to put this 11:23.560 --> 11:31.560 in a knowledge graph. Knowledge graphs can be quite complex. We use a simple idea which is 11:31.640 --> 11:41.400 idea of cripples, subject, predicate, object, node, edge, node. So, we're going to visualize 11:41.400 --> 11:48.200 this, we're going to see network x from paradigms. And not from paradigms, not from fan, 11:48.200 --> 11:53.560 and join us just two or three weeks ago. 11:53.560 --> 11:58.920 Why are you shy? And when you tell an asymptotic length, I would like to tell you how I need 11:58.920 --> 12:06.840 networks of person working through paradigms. With existing eye-to-sense website, we get from them 12:06.840 --> 12:14.200 where they're different working with a paradigms. We look one, two, three. And each working 12:14.200 --> 12:22.440 of consists of reports, resources, means, and various paradigms. If we look at a board of working 12:22.440 --> 12:28.680 with one, our looks look looks like we get the more that they're different things presently. 12:28.680 --> 12:35.240 They can get somebody somewhere for medicine, make up, fact sheets, and the most important is 12:35.240 --> 12:41.000 chapezin. They have different chapters which are presently each working with them. Working with 12:41.320 --> 12:48.040 the board. I used to convert this working work in the network. A project is divided into 12:48.040 --> 12:53.880 the board. The first part is leading this edge team of the body. And what we need to work 12:53.880 --> 13:01.640 simpler for my dead edge team. By the help of the Jason command, find, and then we need 13:01.640 --> 13:08.440 all the unnecessary desks, tags that are not required for networking. And we need to 13:08.760 --> 13:16.280 ask them to find which looks very simple. They can answer this. Our second part of the project 13:16.280 --> 13:22.920 is to take this desks of desks to find and convert it into a network. To deal with the 13:22.920 --> 13:29.880 part, this is our edge team and find. Now, network is moving with the help of network x. 13:29.880 --> 13:37.800 Network x is the five advantage. It has manipulation, addition, definition of node, addition, 13:37.800 --> 13:46.360 edges, and vision of vision, networks. I have added nodes to our network. I did edge to our network 13:46.360 --> 13:54.920 taking an account of all the list, listed with this item, which has text in it. And then, 13:54.920 --> 14:02.120 we have visualized it with the help of network x. Let's figure out what is in this video. 14:03.000 --> 14:10.120 Presenting network x. After people to see how network groups, I have saved enough 14:10.120 --> 14:16.440 the energy for my fight. If I show you how my network groups will be something like this, 14:17.000 --> 14:22.520 this is the network of working group, but that's it. You have chapters where the code 14:22.600 --> 14:34.040 will be asked, and this is an recognition. If you stop there, the video goes on. But this network 14:34.040 --> 14:40.680 is computed by network x. Has anyone used network x? Excellent. I'll be talking to you. 14:41.880 --> 14:46.840 And it's not very obvious there are little arrows on this, so it's a directed graph. 14:47.800 --> 15:00.120 This is the material within the chapter. We plan to do this for the whole of the material. 15:00.120 --> 15:07.800 Now, what I'm going to do now is I'm going to go on to, I'll just mention linked open data. 15:07.800 --> 15:16.120 There are 100 million plus nodes in open linked data and wicked data around the world. 15:16.120 --> 15:24.680 A huge amount of material, and it's not, I think, five minutes. We are consuming this, 15:24.680 --> 15:32.360 and we're also hoping to put stuff back into it. But we haven't been able to get the IPCC to 15:32.360 --> 15:38.360 agree copyright of their material. They are not an easy material organization to deal with. 15:39.320 --> 15:44.840 So, I'm going to show you first three things very quickly, and then I'll be booted off. 15:44.840 --> 15:58.440 So, this is a 500 term, okay. This is a glossary which Simon Worthington has put together 15:58.440 --> 16:04.120 from their material, and well, have a little look at it. Come on. 16:09.000 --> 16:16.360 Or maybe it's not going to work. Oh, yes. So, he's turned it from some horrible web pages 16:16.360 --> 16:24.280 into something which is very practical. It's all times that we've added wicked media to it, 16:24.920 --> 16:31.560 and you can see it's also Renew has put in equivalence in Hindi there. So, the idea is that you 16:32.200 --> 16:37.160 have a mini-in-site, a piggy of climate, which grows by people adding things into it. 16:38.600 --> 16:46.360 That's Simon. I'm getting close to the end. Clearly, I think our finish with 16:46.440 --> 17:00.440 pages, knowledge graph, because it's pretty impressive. So, straighter, and as I said, 17:00.440 --> 17:16.600 she'd had no previous. You need to have the human in the loop and the human. Exactly. 17:18.440 --> 17:25.080 And animals give love, but they're not very good on the keyboard. What's happening here, 17:25.080 --> 17:32.920 it's got something like 23,000 nodes from the glossary. It's loading them in, and I think it's 17:32.920 --> 17:39.960 being displayed with obsidian, but any network display would do that, and it's working out the 17:39.960 --> 17:47.160 light layout. And here we go. That's the knowledge graph, and you zoom in, and you can see 17:48.120 --> 17:54.360 that you've got his climate in the middle, and you can see climate model, global warming, all these things 17:54.360 --> 18:02.040 are linked to it. The links don't sharp well on the screen, but believe me, that there's our. 18:02.760 --> 18:11.000 And so, you have a huge and computable object. I don't have time at tall to talk about what 18:11.000 --> 18:23.640 Aegon Velligarkin has done. Aegon is from Masterick, and he and I met yesterday in Tilburg, 18:23.640 --> 18:30.520 and he's done a brilliant job of taking the IPCC material and turning it into many knowledge graphs. 18:31.400 --> 18:43.160 So, it's all constantly better than I had expected. It's one of anything else, and that's 18:43.160 --> 18:55.800 more or less. You need to get back into the. Yes. So, we would like to interact with you. We want 18:55.800 --> 19:01.000 your questions. We want your technology. We want you to use our technology. We want to use your 19:01.000 --> 19:07.800 technology, and so on, because there is not enough being done for climate in this way. We are not 19:07.800 --> 19:14.600 creating a 21st century version of climate knowledge. We're still looking about 50 years out of 19:14.600 --> 19:23.080 date. And finally, I will say that we would like tough to make friends again with O.K.F. 19:23.240 --> 19:34.200 There ya'll Soror. I have made a special phone holder with O.K.F.F.F.F.F. and that is yours. 19:35.480 --> 19:37.160 If you promise to give 19:37.260 --> 19:41.080 off some more exposure, right. 19:48.520 --> 19:52.240 So, thank you. Thank you. So, we have a few minutes for 19:52.240 --> 20:00.240 For question now, it is very important Peter that when you take question, you repeat the question or at this part of it for the people on land. 20:00.240 --> 20:01.240 Yeah. 20:01.240 --> 20:02.240 In the mic. 20:02.240 --> 20:04.240 Does it have questions? 20:04.240 --> 20:06.240 Yes. 20:08.240 --> 20:15.240 What are the most impact from projects or initiatives that use your knowledge ground today? 20:15.240 --> 20:18.240 What are the most important projects? 20:18.240 --> 20:21.240 Is it used your knowledge ground today? 20:21.240 --> 20:22.240 There aren't any. 20:22.240 --> 20:27.240 That's why we're asking you to come and work with us. 20:27.240 --> 20:32.240 We are creating an infrastructure and we want people to use it. 20:32.240 --> 20:36.240 And I just find it's deafening silence over climate. 20:36.240 --> 20:41.240 Nobody is actually interested and the water is creeping up in Cambridge. 20:41.240 --> 20:43.240 It will flood the villages. 20:44.240 --> 20:50.240 If there is one thing that's something used to this, we start to do. 20:50.240 --> 20:52.240 What would you recommend they do? 20:52.240 --> 20:54.240 It depends on their skills. 20:54.240 --> 20:55.240 I'm sorry. 20:55.240 --> 20:59.240 If you're new to this, what are the opportunities? 20:59.240 --> 21:00.240 They're huge. 21:00.240 --> 21:10.240 So you can document things that's very valuable, make videos, present things, or if you're a coder, you can run our unit. 21:10.240 --> 21:14.240 We have a thousand unit tests on this. 21:14.240 --> 21:17.240 There's a lot of code here. 21:17.240 --> 21:20.240 If you're a coder, test it and see what you can do. 21:20.240 --> 21:24.240 And then get ideas for how you can integrate it with other things. 21:24.240 --> 21:27.240 We probably need some gooeys. 21:27.240 --> 21:31.240 I'm looking into street niche and things of that sort. 21:31.240 --> 21:35.240 But it spreads out very nicely. 21:40.240 --> 21:43.240 Thank you for your talk. 21:43.240 --> 21:47.240 I've got a question about the actuality. 21:47.240 --> 21:51.240 You've indexing data is important, but it assumes that the data is available. 21:51.240 --> 21:58.240 And we see in the United States, for instance, diversity and equity data is clicked out of websites. 21:58.240 --> 22:01.240 And maybe we don't know, but with the as crazy as maybe. 22:01.240 --> 22:04.240 Biamet based data could be also clicked from websites. 22:04.240 --> 22:09.240 So do you have any link with our capital projects, such as our capital or things like this, 22:09.240 --> 22:13.240 to preserve the job beyond just assuming it's available? 22:13.240 --> 22:20.240 Okay. The question is that data is disappearing because of policies in the United States. 22:20.240 --> 22:25.240 How do we preserve this? Well, we are taking this from the United Nations. 22:25.240 --> 22:33.240 The United States might describe the United Nations in which, of course, I think the world has a serious problem. 22:33.240 --> 22:42.240 But until that happens, the United States runs its websites independent of the US government. 22:42.240 --> 22:46.240 So that will preserve, as long as anything preserves. 22:46.240 --> 22:52.240 We put everything we can on GitHub, on the node. 22:52.240 --> 22:57.240 You know, everything we do is open and put us onto the web as soon as we do it. 22:57.240 --> 23:00.240 Oh, we call it open notebook science. 23:28.240 --> 23:34.240 Well, so can we get stories told by knowledge graphs, right? 23:34.240 --> 23:39.240 I think we need to have a human in that. 23:39.240 --> 23:42.240 The knowledge graph will answer sparkle queries. 23:42.240 --> 23:46.240 Sparkles are not very human-friendly. 23:46.240 --> 23:52.240 My colleague Agon can write them just like that, but I can't. 23:52.240 --> 23:56.240 And we need a better interface to sparkle queries. 23:56.240 --> 24:01.240 But sparkle and graph QL are the tools which will query knowledge graphs and so on. 24:01.240 --> 24:07.240 And the knowledge graphs are easy to link to other resources. 24:07.240 --> 24:18.240 Either the link to open data cloud of 100 million nodes or to websites elsewhere, which are open. 24:18.240 --> 24:26.240 And then I think the modern AI so-called tools will be able to help summarize and so on. 24:26.240 --> 24:29.240 But I've had bad hallucinations with AI. 24:29.240 --> 24:35.240 And I would not cross the future of the world to AI at the moment. 24:35.240 --> 24:37.240 Okay, I'm sorry. 24:37.240 --> 24:41.240 We have a really tight schedule and science coming from the door. 24:41.240 --> 24:43.240 Tell me to stop the questions. 24:43.240 --> 24:47.240 We need to welcome our next speaker. 24:47.240 --> 24:49.240 I'd like it.