Vẻ đẹp của hình dung dữ liệu-David McCandless

The beauty of data visualization - David McCandless
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The beauty of data visualization - David McCandless

 


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it<00:00:15.920> feels<00:00:16.119> like<00:00:16.240> we're<00:00:16.359> all<00:00:16.520> suffering<00:00:16.880> from
it feels like we're all suffering from it feels like we're all suffering from information<00:00:17.640> overload<00:00:18.160> or<00:00:18.439> data<00:00:19.039> glut<00:00:20.039> and information overload or data glut and information overload or data glut and the<00:00:20.920> good<00:00:21.039> news<00:00:21.240> is<00:00:21.400> there<00:00:21.480> might<00:00:21.640> be<00:00:21.720> an<00:00:21.840> easy the good news is there might be an easy the good news is there might be an easy solution<00:00:22.400> to<00:00:22.560> that<00:00:22.680> and<00:00:22.800> that's<00:00:22.960> using<00:00:23.279> our solution to that and that's using our solution to that and that's using our eyes<00:00:23.760> more<00:00:24.359> so<00:00:24.560> visualizing<00:00:25.119> information<00:00:25.599> so eyes more so visualizing information so eyes more so visualizing information so that<00:00:25.840> we<00:00:25.960> can<00:00:26.119> see<00:00:26.760> the<00:00:26.960> patterns<00:00:27.320> and that we can see the patterns and that we can see the patterns and connections<00:00:28.039> that<00:00:28.279> matter<00:00:29.279> and<00:00:29.400> then<00:00:29.560> design connections that matter and then design connections that matter and then design in<00:00:30.279> that<00:00:30.439> information<00:00:30.920> so<00:00:31.039> it<00:00:31.199> makes<00:00:31.439> more in that information so it makes more in that information so it makes more sense<00:00:32.279> or<00:00:32.399> it<00:00:32.520> tells<00:00:32.759> a<00:00:33.000> story<00:00:33.840> or<00:00:34.320> allows<00:00:34.640> us sense or it tells a story or allows us sense or it tells a story or allows us to<00:00:35.000> focus<00:00:35.399> only<00:00:35.680> on<00:00:35.800> the<00:00:35.960> information<00:00:36.480> that's to focus only on the information that's to focus only on the information that's important<00:00:38.200> failing<00:00:38.680> that<00:00:39.640> visualized important failing that visualized important failing that visualized information<00:00:40.399> can<00:00:40.559> just<00:00:40.680> look<00:00:40.960> really<00:00:41.320> cool<00:00:42.320> so information can just look really cool so information can just look really cool so let's let's let's see<00:00:45.360> this<00:00:45.480> is<00:00:45.640> the<00:00:45.840> billion<00:00:46.480> dollar<00:00:46.879> a<00:00:47.120> gram see this is the billion dollar a gram see this is the billion dollar a gram and<00:00:48.120> this<00:00:48.440> image<00:00:48.879> arose<00:00:49.719> out<00:00:49.879> of<00:00:50.079> frustration and this image arose out of frustration and this image arose out of frustration I<00:00:50.840> had<00:00:51.039> with<00:00:51.160> the<00:00:51.320> reporting<00:00:51.760> a<00:00:51.920> billion I had with the reporting a billion I had with the reporting a billion dollar<00:00:52.440> amounts<00:00:52.719> in<00:00:52.840> the<00:00:53.000> press<00:00:53.760> that<00:00:53.960> is dollar amounts in the press that is dollar amounts in the press that is they're<00:00:54.359> meaningless<00:00:54.960> without<00:00:55.399> context<00:00:56.399> 500 they're meaningless without context 500 they're meaningless without context 500 billion<00:00:57.199> for<00:00:57.399> this<00:00:57.600> pipeline<00:00:58.480> 20<00:00:58.800> billion<00:00:59.079> for billion for this pipeline 20 billion for billion for this pipeline 20 billion for this<00:00:59.359> war<00:00:59.960> it<00:01:00.039> doesn't<00:01:00.280> make<00:01:00.480> any<00:01:00.719> sense<00:01:01.399> so this war it doesn't make any sense so this war it doesn't make any sense so the<00:01:01.640> only<00:01:01.800> way<00:01:01.920> to<00:01:02.320> understand<00:01:02.480> it<00:01:02.600> is the only way to understand it is the only way to understand it is visually<00:01:03.120> and<00:01:03.680> relatively<00:01:04.680> so<00:01:04.879> I<00:01:05.000> scraped<00:01:05.400> a visually and relatively so I scraped a visually and relatively so I scraped a load<00:01:05.640> of<00:01:05.799> reported<00:01:06.159> figures<00:01:06.920> from<00:01:07.119> various load of reported figures from various load of reported figures from various news<00:01:07.680> outlets<00:01:08.479> and<00:01:08.560> then<00:01:08.759> scaled<00:01:09.119> the<00:01:09.240> boxes news outlets and then scaled the boxes news outlets and then scaled the boxes according<00:01:09.920> to<00:01:10.119> those<00:01:10.320> amounts<00:01:11.040> and<00:01:11.159> the according to those amounts and the according to those amounts and the colors<00:01:11.640> here<00:01:11.799> represent<00:01:12.439> the<00:01:12.600> motivation colors here represent the motivation colors here represent the motivation behind<00:01:13.479> the<00:01:13.600> money<00:01:14.240> so<00:01:14.520> purple<00:01:15.159> is<00:01:16.119> uh behind the money so purple is uh behind the money so purple is uh fighting<00:01:16.920> and<00:01:17.520> red<00:01:17.720> is<00:01:17.880> giving<00:01:18.080> money<00:01:18.400> away fighting and red is giving money away fighting and red is giving money away and<00:01:19.680> green<00:01:20.040> is<00:01:20.360> profiteering<00:01:21.360> and<00:01:21.439> what<00:01:21.560> you and green is profiteering and what you and green is profiteering and what you can<00:01:21.720> see<00:01:21.920> straight<00:01:22.159> away<00:01:22.320> is<00:01:22.439> you<00:01:22.520> start<00:01:22.640> to can see straight away is you start to can see straight away is you start to have<00:01:22.840> a<00:01:22.920> different<00:01:23.079> relationship<00:01:23.479> to<00:01:23.600> the have a different relationship to the have a different relationship to the numbers<00:01:24.600> you<00:01:24.720> can<00:01:25.000> literally<00:01:25.360> see<00:01:25.640> them<00:01:26.400> but numbers you can literally see them but numbers you can literally see them but more<00:01:26.720> importantly<00:01:27.520> you<00:01:27.640> start<00:01:27.880> to<00:01:28.000> see more importantly you start to see more importantly you start to see patterns<00:01:28.560> and<00:01:28.759> connections<00:01:29.360> between<00:01:29.640> numbers patterns and connections between numbers patterns and connections between numbers that<00:01:30.520> would<00:01:30.720> otherwise<00:01:31.159> be<00:01:31.320> scattered<00:01:31.799> across that would otherwise be scattered across that would otherwise be scattered across multiple<00:01:32.560> news<00:01:32.840> reports<00:01:33.720> let<00:01:33.799> me<00:01:33.960> point<00:01:34.159> out multiple news reports let me point out multiple news reports let me point out some<00:01:34.560> that<00:01:34.680> I<00:01:34.840> really<00:01:35.479> like<00:01:36.479> this<00:01:36.560> is<00:01:36.759> opec's some that I really like this is opec's some that I really like this is opec's revenue<00:01:37.520> this<00:01:37.680> green<00:01:37.960> box<00:01:38.320> here<00:01:38.720> 780<00:01:39.680> billion revenue this green box here 780 billion revenue this green box here 780 billion a<00:01:40.240> year<00:01:41.040> and<00:01:41.159> this<00:01:41.320> little<00:01:41.479> pixel<00:01:41.759> in<00:01:41.880> the a year and this little pixel in the a year and this little pixel in the corner<00:01:42.320> 3<00:01:42.600> billion<00:01:43.079> that's<00:01:43.320> their<00:01:43.520> climate corner 3 billion that's their climate corner 3 billion that's their climate change change change fund<00:01:46.040> Americans<00:01:46.560> incredibly<00:01:47.040> generous fund Americans incredibly generous fund Americans incredibly generous people<00:01:48.600> over<00:01:48.799> 300<00:01:49.240> billion<00:01:49.479> a<00:01:49.560> year<00:01:49.719> donated people over 300 billion a year donated people over 300 billion a year donated to<00:01:50.280> charity<00:01:50.840> every<00:01:51.079> year<00:01:51.520> compared<00:01:52.000> with<00:01:52.360> the to charity every year compared with the to charity every year compared with the amount<00:01:52.680> of<00:01:52.799> foreign<00:01:53.079> aid<00:01:53.320> given<00:01:53.520> by<00:01:53.640> the<00:01:53.759> top amount of foreign aid given by the top amount of foreign aid given by the top 17<00:01:54.840> industrialized<00:01:55.479> nations<00:01:55.840> at<00:01:56.079> 120<00:01:56.960> billion 17 industrialized nations at 120 billion 17 industrialized nations at 120 billion and<00:01:58.039> then<00:01:58.200> of<00:01:58.360> course<00:01:58.920> the<00:01:59.079> Iraq<00:01:59.360> War<00:01:59.600> predict and then of course the Iraq War predict and then of course the Iraq War predict icted<00:02:00.159> to<00:02:00.280> cost<00:02:00.520> just<00:02:00.719> 60<00:02:01.119> billion<00:02:01.560> back<00:02:01.680> in icted to cost just 60 billion back in icted to cost just 60 billion back in 2003<00:02:03.960> and<00:02:04.479> the<00:02:04.640> mushroom<00:02:05.119> slightly 2003 and the mushroom slightly 2003 and the mushroom slightly Afghanistan<00:02:06.280> and<00:02:06.439> Iraq<00:02:06.719> mushroom<00:02:07.159> now<00:02:07.280> to Afghanistan and Iraq mushroom now to Afghanistan and Iraq mushroom now to 3,000 3,000 3,000 billion<00:02:10.720> so<00:02:11.720> now<00:02:11.920> it's<00:02:12.080> great<00:02:12.440> now<00:02:12.560> we<00:02:12.640> have billion so now it's great now we have billion so now it's great now we have this<00:02:12.879> texture<00:02:13.200> and<00:02:13.280> we<00:02:13.400> can<00:02:13.520> add<00:02:13.720> numbers<00:02:14.000> to this texture and we can add numbers to this texture and we can add numbers to it<00:02:14.280> as<00:02:14.400> well<00:02:14.640> so<00:02:14.920> we<00:02:15.040> can<00:02:15.160> say<00:02:15.480> well<00:02:15.720> new<00:02:15.879> figure it as well so we can say well new figure it as well so we can say well new figure comes<00:02:16.280> out<00:02:16.400> let's<00:02:16.560> see<00:02:17.000> African<00:02:17.400> debt<00:02:17.680> how comes out let's see African debt how comes out let's see African debt how much<00:02:17.959> of<00:02:18.120> this<00:02:18.319> diagram<00:02:18.720> do<00:02:18.800> you<00:02:18.920> think<00:02:19.040> might much of this diagram do you think might much of this diagram do you think might be<00:02:19.280> taken<00:02:19.519> up<00:02:19.680> by<00:02:19.800> the<00:02:19.920> debt<00:02:20.160> that<00:02:20.319> Africa<00:02:20.599> owes be taken up by the debt that Africa owes be taken up by the debt that Africa owes to<00:02:21.000> the<00:02:21.120> West<00:02:21.680> let's<00:02:21.879> take<00:02:22.000> a<00:02:22.480> look<00:02:23.480> so<00:02:23.680> there to the West let's take a look so there to the West let's take a look so there it<00:02:23.959> is<00:02:24.640> 227<00:02:25.640> billion<00:02:26.599> is<00:02:26.760> what<00:02:26.920> Africa<00:02:27.239> owes it is 227 billion is what Africa owes it is 227 billion is what Africa owes and<00:02:27.959> the<00:02:28.080> recent<00:02:28.360> financial<00:02:28.840> crisis<00:02:29.200> how<00:02:29.319> much and the recent financial crisis how much and the recent financial crisis how much of<00:02:29.599> this<00:02:29.920> diagram<00:02:30.319> might<00:02:30.519> that<00:02:30.720> figure<00:02:31.040> take of this diagram might that figure take of this diagram might that figure take up<00:02:31.599> that<00:02:31.720> what<00:02:31.840> does<00:02:31.959> that<00:02:32.120> cost<00:02:32.400> the<00:02:32.519> world up that what does that cost the world up that what does that cost the world let's<00:02:33.239> take<00:02:33.360> a<00:02:33.480> look<00:02:33.599> at<00:02:33.760> that<00:02:34.760> douche<00:02:35.760> which<00:02:35.879> I let's take a look at that douche which I let's take a look at that douche which I think<00:02:36.160> is<00:02:36.319> the<00:02:36.480> appropriate<00:02:36.879> sound<00:02:37.160> effect think is the appropriate sound effect think is the appropriate sound effect from<00:02:38.080> that<00:02:38.280> much from that much from that much money money money 11,900 11,900 11,900 billion<00:02:45.159> so<00:02:45.959> by<00:02:46.080> visualizing<00:02:46.560> this billion so by visualizing this billion so by visualizing this information<00:02:47.080> we<00:02:47.239> turned<00:02:47.519> it<00:02:47.640> into<00:02:47.879> a information we turned it into a information we turned it into a landscape<00:02:49.959> that<00:02:50.080> you<00:02:50.159> can<00:02:50.360> explore<00:02:50.800> with<00:02:50.920> your landscape that you can explore with your landscape that you can explore with your eyes<00:02:51.560> a<00:02:51.720> kind<00:02:51.840> of<00:02:52.080> map<00:02:52.400> really<00:02:52.640> a<00:02:52.760> sort<00:02:52.879> of eyes a kind of map really a sort of eyes a kind of map really a sort of information<00:02:53.440> map<00:02:53.720> when<00:02:53.800> you're<00:02:53.959> lost<00:02:54.159> in information map when you're lost in information map when you're lost in information<00:02:55.159> an<00:02:55.360> information<00:02:55.760> map<00:02:56.000> is<00:02:56.159> kind information an information map is kind information an information map is kind of of of useful<00:02:58.239> so<00:02:58.720> I<00:02:58.800> want<00:02:58.879> to<00:02:59.000> show<00:02:59.120> you<00:02:59.280> another useful so I want to show you another useful so I want to show you another landscape<00:03:00.519> now<00:03:00.959> I<00:03:01.120> need<00:03:01.239> to<00:03:01.360> imagine<00:03:01.720> what<00:03:01.920> a landscape now I need to imagine what a landscape now I need to imagine what a landscape<00:03:02.519> of<00:03:02.680> the<00:03:02.800> world's<00:03:03.560> fears<00:03:04.560> might landscape of the world's fears might landscape of the world's fears might look<00:03:05.000> like<00:03:05.799> let's<00:03:06.000> take<00:03:06.120> a<00:03:06.319> look<00:03:07.159> this<00:03:07.280> is look like let's take a look this is look like let's take a look this is mountains<00:03:07.959> out<00:03:08.080> of<00:03:08.200> mle<00:03:08.480> Hills<00:03:08.879> a<00:03:09.120> timeline<00:03:10.000> of mountains out of mle Hills a timeline of mountains out of mle Hills a timeline of global<00:03:11.040> media global media global media Panic<00:03:13.640> so<00:03:14.000> I'll<00:03:14.200> label<00:03:14.480> this<00:03:14.599> for<00:03:14.720> you<00:03:14.840> in<00:03:14.920> a Panic so I'll label this for you in a Panic so I'll label this for you in a second<00:03:15.920> but<00:03:16.080> the<00:03:16.280> height<00:03:16.519> here<00:03:16.640> I<00:03:16.720> want<00:03:16.840> to second but the height here I want to second but the height here I want to point<00:03:17.200> out<00:03:17.360> is<00:03:17.519> the<00:03:17.680> intensity<00:03:18.319> of<00:03:18.519> certain point out is the intensity of certain point out is the intensity of certain fears<00:03:19.560> in<00:03:19.879> as<00:03:20.080> reported<00:03:20.440> in<00:03:20.560> the<00:03:20.680> media<00:03:21.360> let<00:03:21.480> me fears in as reported in the media let me fears in as reported in the media let me Point<00:03:21.840> them<00:03:21.959> out<00:03:22.360> so<00:03:22.680> this<00:03:23.440> swine<00:03:23.920> flu Point them out so this swine flu Point them out so this swine flu pink<00:03:27.040> bird pink bird pink bird flu<00:03:29.239> s<00:03:30.159> brownish<00:03:30.720> here<00:03:31.040> remember<00:03:31.319> that<00:03:31.640> one flu s brownish here remember that one flu s brownish here remember that one the<00:03:32.799> millennium the millennium the millennium bug<00:03:35.680> terrible<00:03:36.239> disaster<00:03:37.239> uh<00:03:37.400> these<00:03:37.560> little bug terrible disaster uh these little bug terrible disaster uh these little green<00:03:38.920> Peaks<00:03:39.400> are<00:03:39.720> asteroid green Peaks are asteroid green Peaks are asteroid collisions<00:03:42.799> and<00:03:42.920> in<00:03:43.080> summer<00:03:43.599> here<00:03:44.280> killer



[Laughter]




wasps<00:03:54.000> so<00:03:54.360> these<00:03:54.480> are<00:03:54.599> what<00:03:54.720> our<00:03:54.879> fears<00:03:55.239> look
wasps so these are what our fears look wasps so these are what our fears look like<00:03:55.799> over<00:03:56.079> time<00:03:56.560> in<00:03:56.680> a<00:03:56.879> media<00:03:57.720> um<00:03:57.840> but<00:03:58.000> what<00:03:58.159> I like over time in a media um but what I like over time in a media um but what I love<00:03:58.560> and<00:03:58.720> I'm<00:03:58.799> a<00:03:58.879> journalist<00:03:59.280> and<00:03:59.439> what<00:03:59.519> I love and I'm a journalist and what I love and I'm a journalist and what I love<00:03:59.959> is<00:04:00.120> finding<00:04:00.400> hidden<00:04:00.640> patterns<00:04:00.959> I<00:04:01.040> love love is finding hidden patterns I love love is finding hidden patterns I love being<00:04:01.319> a<00:04:01.439> data<00:04:01.680> detective<00:04:02.040> and<00:04:02.120> there's<00:04:02.239> a being a data detective and there's a being a data detective and there's a very<00:04:02.680> interesting<00:04:03.400> and<00:04:03.599> odd<00:04:03.920> pattern<00:04:04.319> hidden very interesting and odd pattern hidden very interesting and odd pattern hidden in<00:04:04.720> this<00:04:04.920> data<00:04:05.400> that<00:04:05.519> you<00:04:05.599> can<00:04:05.720> only<00:04:05.920> see<00:04:06.159> when in this data that you can only see when in this data that you can only see when you<00:04:06.360> visualize<00:04:06.840> it<00:04:07.280> let<00:04:07.360> me<00:04:07.519> highlight<00:04:07.920> it<00:04:08.120> for you visualize it let me highlight it for you visualize it let me highlight it for you<00:04:08.879> see<00:04:09.120> this<00:04:09.319> line<00:04:09.720> This<00:04:09.799> is<00:04:09.920> a<00:04:10.040> landscape you see this line This is a landscape you see this line This is a landscape for<00:04:10.720> violent<00:04:11.120> video<00:04:11.439> games<00:04:12.120> as<00:04:12.239> you<00:04:12.319> can<00:04:12.400> see for violent video games as you can see for violent video games as you can see there's<00:04:12.760> a<00:04:12.920> kind<00:04:13.040> of<00:04:13.319> odd<00:04:13.760> regular<00:04:14.239> pattern<00:04:14.879> in there's a kind of odd regular pattern in there's a kind of odd regular pattern in the<00:04:15.159> data<00:04:15.879> Twin<00:04:16.199> Peaks<00:04:16.720> every<00:04:17.000> year<00:04:17.600> if<00:04:17.720> we the data Twin Peaks every year if we the data Twin Peaks every year if we look<00:04:18.079> closer<00:04:19.079> we<00:04:19.199> see<00:04:19.400> those<00:04:19.560> Peaks<00:04:19.880> occur<00:04:20.160> at look closer we see those Peaks occur at look closer we see those Peaks occur at the<00:04:20.519> same<00:04:20.840> month<00:04:21.400> every<00:04:22.040> year<00:04:23.080> why<00:04:24.080> well the same month every year why well the same month every year why well November<00:04:25.280> Christmas<00:04:25.680> video<00:04:25.919> games<00:04:26.199> come<00:04:26.360> out November Christmas video games come out November Christmas video games come out and<00:04:26.639> there<00:04:26.759> may<00:04:26.919> well<00:04:27.040> be<00:04:27.199> an<00:04:27.320> upsurge<00:04:27.759> and and there may well be an upsurge and and there may well be an upsurge and concern<00:04:28.400> about<00:04:28.639> their<00:04:28.800> content<00:04:30.000> but<00:04:30.160> April concern about their content but April concern about their content but April isn't<00:04:31.240> a<00:04:31.680> particularly<00:04:32.680> massive<00:04:33.039> month<00:04:33.320> for isn't a particularly massive month for isn't a particularly massive month for um<00:04:34.039> video<00:04:34.320> games<00:04:34.720> why<00:04:35.360> April<00:04:36.360> well<00:04:36.840> in<00:04:37.000> April um video games why April well in April um video games why April well in April 1999<00:04:38.120> was<00:04:38.240> the<00:04:38.360> Columbine<00:04:39.320> shooting<00:04:40.320> and 1999 was the Columbine shooting and 1999 was the Columbine shooting and since<00:04:40.840> then<00:04:41.320> that<00:04:41.479> fear<00:04:41.840> has<00:04:42.000> been<00:04:42.240> remembered since then that fear has been remembered since then that fear has been remembered by<00:04:42.840> the<00:04:42.919> media<00:04:43.280> and<00:04:43.440> Echoes<00:04:43.840> through<00:04:44.039> the by the media and Echoes through the by the media and Echoes through the group<00:04:44.440> mind<00:04:44.880> gradually<00:04:45.240> through<00:04:45.400> the<00:04:45.520> year group mind gradually through the year group mind gradually through the year you<00:04:45.919> have<00:04:46.360> retrospectives<00:04:47.360> anniversaries you have retrospectives anniversaries you have retrospectives anniversaries court<00:04:48.720> cases<00:04:49.320> even<00:04:49.560> copycat<00:04:50.120> shootings<00:04:51.080> all court cases even copycat shootings all court cases even copycat shootings all pushing<00:04:52.039> that<00:04:52.199> fear<00:04:52.800> into<00:04:53.080> the pushing that fear into the pushing that fear into the agenda<00:04:55.240> and<00:04:55.360> there's<00:04:55.520> another<00:04:55.720> pattern<00:04:56.000> here agenda and there's another pattern here agenda and there's another pattern here as<00:04:56.199> well<00:04:56.320> can<00:04:56.440> you<00:04:56.560> spot<00:04:56.800> it<00:04:56.960> see<00:04:57.160> that<00:04:57.320> Gap as well can you spot it see that Gap as well can you spot it see that Gap there<00:04:57.800> there's<00:04:57.919> a<00:04:58.120> gap<00:04:58.520> and<00:04:58.600> it<00:04:58.720> affects<00:04:59.000> all there there's a gap and it affects all there there's a gap and it affects all the<00:04:59.199> other<00:04:59.360> stor the other stor the other stor why<00:05:01.080> is<00:05:01.199> there<00:05:01.320> a<00:05:01.440> Gap<00:05:01.759> there<00:05:02.120> you<00:05:02.240> see<00:05:02.440> where why is there a Gap there you see where why is there a Gap there you see where it<00:05:03.039> starts<00:05:04.039> September<00:05:04.919> 2001<00:05:05.919> when<00:05:06.039> we<00:05:06.160> had it starts September 2001 when we had it starts September 2001 when we had something<00:05:06.600> very<00:05:06.840> real<00:05:07.120> to<00:05:07.240> be<00:05:07.360> scared something very real to be scared something very real to be scared about<00:05:10.400> so<00:05:11.400> I've<00:05:11.560> been<00:05:11.680> working<00:05:11.919> as<00:05:12.000> a<00:05:12.120> data about so I've been working as a data about so I've been working as a data journalist<00:05:12.639> for<00:05:12.759> about<00:05:12.880> a<00:05:13.000> year<00:05:13.160> and<00:05:13.240> I<00:05:13.360> keep journalist for about a year and I keep journalist for about a year and I keep hearing<00:05:13.759> a hearing a hearing a phrase<00:05:15.520> all<00:05:15.800> the<00:05:16.000> time<00:05:16.479> which<00:05:16.600> is<00:05:16.880> this<00:05:17.440> data phrase all the time which is this data phrase all the time which is this data is<00:05:17.960> the<00:05:18.160> new is the new is the new oil<00:05:20.000> and<00:05:20.199> data<00:05:20.479> is<00:05:20.600> a<00:05:20.759> kind<00:05:20.880> of<00:05:21.039> ubiquitous oil and data is a kind of ubiquitous oil and data is a kind of ubiquitous resource<00:05:22.280> that<00:05:22.400> we<00:05:22.520> can<00:05:22.720> shape<00:05:23.120> to<00:05:23.319> provide resource that we can shape to provide resource that we can shape to provide new<00:05:23.800> Innovations<00:05:24.319> and<00:05:24.479> new<00:05:24.680> insights<00:05:25.240> and new Innovations and new insights and new Innovations and new insights and it's<00:05:25.880> all<00:05:26.120> around<00:05:26.440> us<00:05:26.600> and<00:05:26.720> it<00:05:26.800> can<00:05:26.919> be<00:05:27.039> mined it's all around us and it can be mined it's all around us and it can be mined very<00:05:27.680> easily<00:05:28.520> and<00:05:28.639> it's<00:05:28.800> not<00:05:29.160> a<00:05:29.280> particular very easily and it's not a particular very easily and it's not a particular great<00:05:30.000> metaphor<00:05:30.960> in<00:05:31.120> these<00:05:31.400> times<00:05:31.840> especially great metaphor in these times especially great metaphor in these times especially you<00:05:32.280> live<00:05:32.440> around<00:05:32.600> the<00:05:32.720> Gulf<00:05:33.080> of<00:05:33.280> Mexico<00:05:33.880> but<00:05:34.160> I you live around the Gulf of Mexico but I you live around the Gulf of Mexico but I would<00:05:34.560> perhaps<00:05:34.880> adapt<00:05:35.240> this<00:05:35.400> metaphor would perhaps adapt this metaphor would perhaps adapt this metaphor slightly<00:05:36.600> and<00:05:36.680> I<00:05:36.800> would<00:05:37.000> say<00:05:37.520> the<00:05:37.759> data<00:05:38.199> is<00:05:38.360> the slightly and I would say the data is the slightly and I would say the data is the new new new soil<00:05:40.680> because<00:05:40.840> for<00:05:41.000> me<00:05:41.160> it<00:05:41.240> feels<00:05:41.479> like<00:05:41.600> a soil because for me it feels like a soil because for me it feels like a fertile<00:05:42.440> creative<00:05:42.880> medium<00:05:43.400> you<00:05:43.600> over<00:05:43.800> the fertile creative medium you over the fertile creative medium you over the years<00:05:44.680> online<00:05:45.680> we've<00:05:46.199> laid<00:05:46.680> down<00:05:47.680> um<00:05:48.360> a<00:05:48.479> huge years online we've laid down um a huge years online we've laid down um a huge amount<00:05:48.919> of<00:05:49.199> information<00:05:49.680> and<00:05:49.840> data<00:05:50.120> and<00:05:50.199> we amount of information and data and we amount of information and data and we irrigated<00:05:50.800> with<00:05:50.960> networks<00:05:51.280> and<00:05:51.400> connectivity irrigated with networks and connectivity irrigated with networks and connectivity and<00:05:52.039> it's<00:05:52.160> been<00:05:52.319> worked<00:05:52.680> and<00:05:52.840> tilled<00:05:53.360> by and it's been worked and tilled by and it's been worked and tilled by unpaid<00:05:54.319> workers<00:05:54.639> and<00:05:54.880> governments<00:05:55.400> and<00:05:55.840> all unpaid workers and governments and all unpaid workers and governments and all right<00:05:56.240> I'm<00:05:56.560> kind<00:05:56.680> of<00:05:56.960> milking<00:05:57.319> the<00:05:57.440> metaphor<00:05:57.800> a right I'm kind of milking the metaphor a right I'm kind of milking the metaphor a little<00:05:58.039> bit<00:05:58.240> but<00:05:58.680> it's<00:05:58.960> it's<00:05:59.080> a<00:05:59.160> really<00:05:59.360> first little bit but it's it's a really first little bit but it's it's a really first fertile<00:06:00.199> medium<00:06:01.000> and<00:06:01.120> it<00:06:01.240> feels<00:06:01.560> like fertile medium and it feels like fertile medium and it feels like visualizations<00:06:02.680> infographics<00:06:03.400> data visualizations infographics data visualizations infographics data visualizations<00:06:04.440> they<00:06:04.520> feel<00:06:04.759> like<00:06:05.000> flowers visualizations they feel like flowers visualizations they feel like flowers blooming<00:06:06.360> from<00:06:06.639> this<00:06:06.919> medium<00:06:07.840> but<00:06:07.960> if<00:06:08.039> you blooming from this medium but if you blooming from this medium but if you look<00:06:08.280> at<00:06:08.400> it<00:06:08.680> directly<00:06:09.039> it's<00:06:09.199> just<00:06:09.400> a<00:06:09.479> load<00:06:09.639> of look at it directly it's just a load of look at it directly it's just a load of numbers<00:06:10.000> and<00:06:10.240> disconnected<00:06:10.880> facts<00:06:11.520> but<00:06:11.639> if numbers and disconnected facts but if numbers and disconnected facts but if you<00:06:11.840> start<00:06:12.080> working<00:06:12.400> with<00:06:12.520> it<00:06:12.599> and<00:06:12.720> playing you start working with it and playing you start working with it and playing with<00:06:13.080> it<00:06:13.199> in<00:06:13.280> a<00:06:13.400> certain<00:06:13.720> way<00:06:14.360> interesting with it in a certain way interesting with it in a certain way interesting things<00:06:15.000> can<00:06:15.199> appear<00:06:15.479> and<00:06:15.720> and<00:06:15.840> different things can appear and and different things can appear and and different patterns<00:06:16.400> can<00:06:16.560> be<00:06:16.680> revealed<00:06:17.280> let<00:06:17.400> me<00:06:17.520> show<00:06:17.720> you patterns can be revealed let me show you patterns can be revealed let me show you this<00:06:19.840> can<00:06:19.960> you<00:06:20.160> guess<00:06:20.400> what<00:06:20.520> this<00:06:20.720> data<00:06:21.039> set<00:06:21.400> is this can you guess what this data set is this can you guess what this data set is what<00:06:22.639> Rises<00:06:23.120> twice<00:06:23.400> a<00:06:23.639> year<00:06:24.639> once<00:06:25.080> in<00:06:25.440> Easter what Rises twice a year once in Easter what Rises twice a year once in Easter and<00:06:26.560> then<00:06:26.720> two<00:06:26.919> weeks<00:06:27.240> before<00:06:27.639> Christmas<00:06:28.639> has and then two weeks before Christmas has and then two weeks before Christmas has a<00:06:28.919> mini<00:06:29.199> Peak<00:06:29.639> every<00:06:29.840> Monday<00:06:30.319> and<00:06:30.400> then a mini Peak every Monday and then a mini Peak every Monday and then flattens<00:06:31.000> out<00:06:31.199> over<00:06:31.360> the<00:06:31.520> summer<00:06:32.520> I'll<00:06:32.800> take flattens out over the summer I'll take flattens out over the summer I'll take answers<00:06:35.400> chocolate<00:06:36.400> you<00:06:36.639> might<00:06:36.800> want<00:06:36.919> to<00:06:37.039> get answers chocolate you might want to get answers chocolate you might want to get some<00:06:37.319> chocolate<00:06:38.240> in<00:06:39.240> any<00:06:39.400> other some chocolate in any other some chocolate in any other guesses<00:06:42.840> shopping<00:06:43.840> uh<00:06:44.080> yeah<00:06:44.280> retail<00:06:44.680> therapy guesses shopping uh yeah retail therapy guesses shopping uh yeah retail therapy might might might help<00:06:47.680> sick<00:06:48.000> cleave<00:06:48.360> yeah<00:06:48.479> you'll<00:06:48.720> definitely help sick cleave yeah you'll definitely help sick cleave yeah you'll definitely want<00:06:49.080> to<00:06:49.199> take<00:06:49.360> some<00:06:49.560> time<00:06:49.759> off<00:06:50.280> should<00:06:50.479> we



see




so<00:07:05.240> uh<00:07:05.759> information<00:07:06.240> Guru<00:07:06.759> Lee<00:07:07.039> Byron<00:07:07.360> and
so uh information Guru Lee Byron and so uh information Guru Lee Byron and myself<00:07:07.879> we<00:07:08.000> scraped<00:07:08.759> 10,000<00:07:09.319> status<00:07:09.800> Facebook myself we scraped 10,000 status Facebook myself we scraped 10,000 status Facebook updates<00:07:10.520> for<00:07:10.680> the<00:07:10.800> phrase<00:07:11.360> break<00:07:11.639> up<00:07:11.840> and updates for the phrase break up and updates for the phrase break up and broken<00:07:12.360> up<00:07:12.639> and<00:07:12.759> this<00:07:12.840> was<00:07:12.960> the<00:07:13.080> pattern<00:07:13.400> we broken up and this was the pattern we broken up and this was the pattern we found<00:07:14.319> people<00:07:14.560> clearing<00:07:14.919> out<00:07:15.080> for<00:07:15.280> spring



break<00:07:21.199> uh<00:07:21.319> coming<00:07:21.560> out<00:07:21.720> of<00:07:21.879> very<00:07:22.080> bad<00:07:22.280> weekends
break uh coming out of very bad weekends break uh coming out of very bad weekends on<00:07:22.800> the<00:07:23.199> Monday<00:07:24.199> being<00:07:24.440> single<00:07:24.840> over<00:07:25.039> the on the Monday being single over the on the Monday being single over the summer<00:07:25.919> and<00:07:26.039> then<00:07:26.160> the<00:07:26.280> lowest<00:07:26.639> day<00:07:26.759> of<00:07:26.879> the summer and then the lowest day of the summer and then the lowest day of the year<00:07:27.199> of<00:07:27.400> course<00:07:27.960> Christmas<00:07:28.440> Day<00:07:29.160> who<00:07:29.319> would year of course Christmas Day who would year of course Christmas Day who would do do do that<00:07:32.520> so<00:07:32.720> there's<00:07:32.840> a<00:07:33.080> Titanic<00:07:33.639> amount<00:07:33.840> of<00:07:34.080> data that so there's a Titanic amount of data that so there's a Titanic amount of data out<00:07:34.680> there<00:07:34.840> now out there now out there now unprecedented<00:07:37.560> uh<00:07:37.759> but<00:07:37.840> if<00:07:37.919> you<00:07:38.080> ask<00:07:38.240> the unprecedented uh but if you ask the unprecedented uh but if you ask the right<00:07:38.560> kind<00:07:38.680> of<00:07:38.879> question<00:07:39.160> or<00:07:39.319> you<00:07:39.440> work<00:07:39.720> it<00:07:39.879> in right kind of question or you work it in right kind of question or you work it in the<00:07:40.160> right<00:07:40.319> kind<00:07:40.440> of<00:07:40.599> way<00:07:41.080> interesting<00:07:41.560> things the right kind of way interesting things the right kind of way interesting things can can can emerge<00:07:44.680> so<00:07:45.400> um<00:07:45.840> information<00:07:46.280> is<00:07:46.440> beautiful emerge so um information is beautiful emerge so um information is beautiful data<00:07:47.080> is<00:07:47.240> beautiful<00:07:47.680> I<00:07:47.759> wonder<00:07:47.960> if<00:07:48.039> I<00:07:48.120> could data is beautiful I wonder if I could data is beautiful I wonder if I could make<00:07:48.479> my<00:07:48.680> life<00:07:49.479> beautiful<00:07:50.479> and<00:07:50.599> here's<00:07:50.840> my make my life beautiful and here's my make my life beautiful and here's my visual<00:07:51.360> CV<00:07:52.120> I'm<00:07:52.240> not<00:07:52.479> quite<00:07:52.639> sure<00:07:52.840> I've visual CV I'm not quite sure I've visual CV I'm not quite sure I've succeeded<00:07:53.919> pretty<00:07:54.240> blocky<00:07:55.120> colors<00:07:55.400> aren't succeeded pretty blocky colors aren't succeeded pretty blocky colors aren't that<00:07:55.879> great<00:07:56.800> but<00:07:57.319> I<00:07:57.400> wanted<00:07:57.599> to<00:07:57.720> convey that great but I wanted to convey that great but I wanted to convey something<00:07:58.280> to<00:07:58.440> you<00:07:58.919> um<00:07:59.120> you<00:07:59.240> know<00:07:59.560> started<00:07:59.759> as something to you um you know started as something to you um you know started as a<00:07:59.919> programmer<00:08:00.319> and<00:08:00.400> then<00:08:00.479> I<00:08:00.599> worked<00:08:00.840> as<00:08:00.919> a a programmer and then I worked as a a programmer and then I worked as a writer<00:08:01.440> for<00:08:01.639> many<00:08:01.879> years<00:08:02.159> about<00:08:02.360> 20<00:08:02.680> years<00:08:02.919> in writer for many years about 20 years in writer for many years about 20 years in print<00:08:03.520> online<00:08:04.319> and<00:08:04.440> in<00:08:04.599> advertising<00:08:05.319> and<00:08:05.440> only print online and in advertising and only print online and in advertising and only recently<00:08:06.120> have<00:08:06.240> I<00:08:06.360> started<00:08:07.159> designing<00:08:08.159> and<00:08:08.919> uh recently have I started designing and uh recently have I started designing and uh I've<00:08:09.440> never<00:08:09.599> been<00:08:09.759> to<00:08:09.960> design<00:08:10.280> school<00:08:10.759> I've I've never been to design school I've I've never been to design school I've never<00:08:11.440> studied<00:08:11.879> arts<00:08:12.199> or<00:08:12.440> anything<00:08:13.080> I<00:08:13.199> just never studied arts or anything I just never studied arts or anything I just kind<00:08:13.440> of<00:08:13.560> learned<00:08:13.879> through<00:08:14.240> doing<00:08:15.240> U<00:08:15.360> and<00:08:15.479> when kind of learned through doing U and when kind of learned through doing U and when I<00:08:15.720> started<00:08:16.039> designing<00:08:16.560> an<00:08:16.800> odd<00:08:17.159> I've I started designing an odd I've I started designing an odd I've discovered<00:08:17.599> an<00:08:17.720> odd<00:08:17.879> thing<00:08:18.000> about<00:08:18.199> myself<00:08:19.039> I discovered an odd thing about myself I discovered an odd thing about myself I already<00:08:19.400> knew<00:08:19.639> how<00:08:19.759> to already knew how to already knew how to design<00:08:21.599> but<00:08:21.759> it<00:08:21.840> wasn't<00:08:22.159> like<00:08:22.400> I<00:08:22.520> was<00:08:22.879> imedi design but it wasn't like I was imedi design but it wasn't like I was imedi amazingly<00:08:23.639> brilliant<00:08:23.960> at<00:08:24.120> it<00:08:24.280> but<00:08:24.400> more<00:08:24.680> like amazingly brilliant at it but more like amazingly brilliant at it but more like I<00:08:24.960> was<00:08:25.159> sensitive<00:08:25.599> to<00:08:25.879> the<00:08:26.319> um<00:08:26.720> the<00:08:26.840> ideas<00:08:27.120> of I was sensitive to the um the ideas of I was sensitive to the um the ideas of grids<00:08:27.680> and<00:08:27.960> space<00:08:28.240> and<00:08:28.440> alignment<00:08:28.879> and grids and space and alignment and grids and space and alignment and typography typography typography it's<00:08:31.039> almost<00:08:31.280> like<00:08:31.560> being<00:08:31.840> exposed<00:08:32.279> to<00:08:32.440> all it's almost like being exposed to all it's almost like being exposed to all this<00:08:32.719> media<00:08:33.240> over<00:08:33.399> the<00:08:33.640> years<00:08:34.240> had<00:08:34.440> instilled this media over the years had instilled this media over the years had instilled a<00:08:35.000> kind<00:08:35.120> of<00:08:35.279> dormant<00:08:35.800> design<00:08:36.240> literacy<00:08:36.719> in<00:08:37.080> me a kind of dormant design literacy in me a kind of dormant design literacy in me um<00:08:38.279> and<00:08:38.399> I<00:08:38.519> don't<00:08:38.680> feel<00:08:38.919> like<00:08:39.039> I'm<00:08:39.240> unique<00:08:39.800> I um and I don't feel like I'm unique I um and I don't feel like I'm unique I feel<00:08:40.039> like<00:08:40.279> every<00:08:40.519> day<00:08:40.839> all<00:08:41.000> of<00:08:41.120> us<00:08:41.360> now<00:08:41.640> are feel like every day all of us now are feel like every day all of us now are being<00:08:42.039> blasted<00:08:42.560> by<00:08:42.760> information<00:08:43.320> design<00:08:44.159> it's being blasted by information design it's being blasted by information design it's being<00:08:44.600> poured<00:08:44.959> into<00:08:45.160> our<00:08:45.320> eyes<00:08:45.600> through<00:08:45.800> the being poured into our eyes through the being poured into our eyes through the web<00:08:46.720> and<00:08:46.800> we're<00:08:46.959> all<00:08:47.200> visualizers<00:08:47.839> now<00:08:48.000> we're web and we're all visualizers now we're web and we're all visualizers now we're all<00:08:48.279> demanding<00:08:48.680> a<00:08:48.880> visual<00:08:49.360> aspect<00:08:50.080> to<00:08:50.320> our all demanding a visual aspect to our all demanding a visual aspect to our information<00:08:53.200> um<00:08:53.399> and<00:08:53.519> there's<00:08:53.640> something information um and there's something information um and there's something almost<00:08:54.560> quite<00:08:54.760> magical<00:08:55.080> about<00:08:55.279> visual almost quite magical about visual almost quite magical about visual information<00:08:56.880> it's<00:08:57.560> it's<00:08:57.760> effortless<00:08:58.200> it information it's it's effortless it information it's it's effortless it literally<00:08:58.680> pours<00:08:59.079> it<00:08:59.200> in literally pours it in literally pours it in and<00:09:00.079> if<00:09:00.160> you're<00:09:00.360> in<00:09:00.640> navigating<00:09:01.079> a<00:09:01.240> dense and if you're in navigating a dense and if you're in navigating a dense information<00:09:02.200> jungle<00:09:02.760> coming<00:09:03.000> across<00:09:03.279> a information jungle coming across a information jungle coming across a beautiful<00:09:04.399> graphic<00:09:04.800> or<00:09:04.959> a<00:09:05.079> lovely<00:09:05.399> data beautiful graphic or a lovely data beautiful graphic or a lovely data visualization<00:09:06.240> it's<00:09:06.360> a<00:09:06.519> relief<00:09:07.240> it's<00:09:07.399> like visualization it's a relief it's like visualization it's a relief it's like coming<00:09:07.760> across<00:09:08.000> a<00:09:08.120> clearing<00:09:08.519> in<00:09:08.600> the<00:09:08.839> jungle coming across a clearing in the jungle coming across a clearing in the jungle and<00:09:09.920> I<00:09:10.000> was<00:09:10.120> curious<00:09:10.440> about<00:09:10.640> this<00:09:10.800> so<00:09:10.959> I<00:09:11.079> it<00:09:11.200> led and I was curious about this so I it led and I was curious about this so I it led me<00:09:11.440> to<00:09:11.560> the<00:09:11.640> work<00:09:11.800> of<00:09:11.920> a<00:09:12.040> Danish<00:09:12.399> physicist me to the work of a Danish physicist me to the work of a Danish physicist called<00:09:13.120> to<00:09:13.560> nor<00:09:14.200> tras<00:09:15.200> and<00:09:15.399> he<00:09:15.680> converted<00:09:16.120> the called to nor tras and he converted the called to nor tras and he converted the bandwidth<00:09:16.720> of<00:09:16.800> the<00:09:16.920> senses<00:09:17.399> into<00:09:17.640> computer bandwidth of the senses into computer bandwidth of the senses into computer terms<00:09:19.440> so<00:09:19.640> here<00:09:19.760> we<00:09:19.920> go<00:09:20.320> this<00:09:20.440> is<00:09:20.560> your<00:09:20.720> senses terms so here we go this is your senses terms so here we go this is your senses pouring<00:09:21.480> into<00:09:21.720> your<00:09:22.000> senses<00:09:22.640> every<00:09:23.040> second pouring into your senses every second pouring into your senses every second your<00:09:24.519> sense<00:09:24.760> of<00:09:24.959> sight<00:09:25.320> is<00:09:25.480> the<00:09:25.680> fastest<00:09:26.360> it your sense of sight is the fastest it your sense of sight is the fastest it has<00:09:26.680> the<00:09:26.760> same<00:09:26.959> bandwidth<00:09:27.440> as<00:09:27.519> a<00:09:27.680> computer has the same bandwidth as a computer has the same bandwidth as a computer network<00:09:29.680> then<00:09:29.800> you<00:09:29.959> have<00:09:30.160> touch<00:09:30.720> which<00:09:30.920> about network then you have touch which about network then you have touch which about the<00:09:31.160> speed<00:09:31.360> of<00:09:31.440> a<00:09:31.560> USB<00:09:32.000> key<00:09:32.560> and<00:09:32.640> then<00:09:32.760> you<00:09:32.839> have the speed of a USB key and then you have the speed of a USB key and then you have hearing<00:09:33.240> and<00:09:33.399> smell<00:09:33.880> which<00:09:34.079> is<00:09:34.240> the hearing and smell which is the hearing and smell which is the throughput<00:09:34.800> of<00:09:34.880> a<00:09:35.000> hard<00:09:35.279> disk<00:09:36.120> and<00:09:36.200> then<00:09:36.320> you throughput of a hard disk and then you throughput of a hard disk and then you have<00:09:36.600> poor<00:09:36.839> old<00:09:37.079> taste<00:09:37.920> which<00:09:38.040> is<00:09:38.279> like<00:09:38.839> rarely have poor old taste which is like rarely have poor old taste which is like rarely the<00:09:39.279> throughput<00:09:39.720> of<00:09:39.800> a<00:09:39.920> pocket<00:09:40.600> calculator the throughput of a pocket calculator the throughput of a pocket calculator and<00:09:41.760> that<00:09:41.920> little<00:09:42.440> square<00:09:42.760> in<00:09:42.880> the<00:09:43.000> corner and that little square in the corner and that little square in the corner 0.7%<00:09:44.839> that's<00:09:45.040> the<00:09:45.160> amount<00:09:45.440> we're<00:09:45.640> actually 0.7% that's the amount we're actually 0.7% that's the amount we're actually aware<00:09:46.279> of<00:09:47.200> so<00:09:47.519> a<00:09:47.600> lot<00:09:47.760> of<00:09:47.880> your<00:09:48.120> vision<00:09:48.600> is aware of so a lot of your vision is aware of so a lot of your vision is pouring<00:09:49.279> the<00:09:49.399> bulk<00:09:49.640> of<00:09:49.720> it<00:09:49.839> is<00:09:50.279> Visual<00:09:50.640> and pouring the bulk of it is Visual and pouring the bulk of it is Visual and it's<00:09:50.880> pouring<00:09:51.200> in<00:09:51.399> it's it's pouring in it's it's pouring in it's unconscious<00:09:53.519> and<00:09:53.640> the<00:09:53.760> eye<00:09:54.000> is<00:09:54.240> exquisitly unconscious and the eye is exquisitly unconscious and the eye is exquisitly sensitive<00:09:55.760> to<00:09:56.079> patterns<00:09:56.680> in<00:09:57.040> variations<00:09:57.519> in sensitive to patterns in variations in sensitive to patterns in variations in color<00:09:58.120> shapee<00:09:58.519> and<00:09:58.760> pattern<00:09:59.720> it<00:09:59.839> loves<00:10:00.120> them color shapee and pattern it loves them color shapee and pattern it loves them it<00:10:00.440> calls<00:10:00.680> them<00:10:00.839> beautiful<00:10:01.200> it's<00:10:01.320> the it calls them beautiful it's the it calls them beautiful it's the language<00:10:01.760> of<00:10:01.920> the<00:10:02.079> eye<00:10:02.680> and<00:10:02.760> if<00:10:02.839> you<00:10:03.000> combine language of the eye and if you combine language of the eye and if you combine the<00:10:03.399> language<00:10:03.720> of<00:10:03.839> the<00:10:04.040> eye<00:10:04.720> with<00:10:04.880> the the language of the eye with the the language of the eye with the language<00:10:05.240> of<00:10:05.360> the<00:10:05.519> mind<00:10:05.880> which<00:10:06.000> is<00:10:06.160> about language of the mind which is about language of the mind which is about words<00:10:07.240> and<00:10:07.440> numbers<00:10:08.000> and<00:10:08.200> Concepts<00:10:08.839> you<00:10:08.959> start words and numbers and Concepts you start words and numbers and Concepts you start speaking<00:10:09.680> two<00:10:09.959> languages<00:10:10.800> simultaneously speaking two languages simultaneously speaking two languages simultaneously each<00:10:12.079> enhancing<00:10:12.720> the each enhancing the each enhancing the other<00:10:14.360> so<00:10:14.760> you<00:10:14.880> have<00:10:15.040> the<00:10:15.200> I<00:10:15.800> and<00:10:15.920> then<00:10:16.000> you other so you have the I and then you other so you have the I and then you drop<00:10:16.360> in<00:10:16.519> the<00:10:16.640> concepts<00:10:17.120> and<00:10:17.279> that<00:10:17.440> whole drop in the concepts and that whole drop in the concepts and that whole thing<00:10:17.839> it's<00:10:18.040> two<00:10:18.279> languages<00:10:19.120> both<00:10:19.320> working<00:10:19.640> at thing it's two languages both working at thing it's two languages both working at the<00:10:19.920> same<00:10:20.240> time<00:10:21.240> so<00:10:21.399> we<00:10:21.480> can<00:10:21.640> use<00:10:21.880> this<00:10:22.040> new the same time so we can use this new the same time so we can use this new kind<00:10:22.360> of<00:10:22.519> language<00:10:22.839> if<00:10:22.959> you'd<00:10:23.120> like<00:10:23.440> to<00:10:23.640> alter kind of language if you'd like to alter kind of language if you'd like to alter our<00:10:24.200> perspective<00:10:24.880> or<00:10:25.079> change<00:10:25.399> our<00:10:25.600> views<00:10:26.600> let our perspective or change our views let our perspective or change our views let me<00:10:26.880> ask<00:10:27.040> you<00:10:27.160> a<00:10:27.279> simple<00:10:27.640> question<00:10:28.480> with<00:10:28.600> a me ask you a simple question with a me ask you a simple question with a really<00:10:29.000> simple<00:10:29.279> simp<00:10:29.440> Le<00:10:29.560> answer<00:10:30.320> who<00:10:30.480> has<00:10:30.600> the really simple simp Le answer who has the really simple simp Le answer who has the biggest<00:10:30.920> military<00:10:31.320> budget<00:10:32.120> it's<00:10:32.360> got<00:10:32.440> to<00:10:32.680> be biggest military budget it's got to be biggest military budget it's got to be America<00:10:34.240> right<00:10:34.800> massive<00:10:35.519> 609<00:10:36.240> billion<00:10:36.519> in America right massive 609 billion in America right massive 609 billion in 2008<00:10:37.399> 607<00:10:38.120> rather<00:10:39.000> so<00:10:39.279> massive<00:10:39.560> in<00:10:39.720> fact<00:10:39.839> that 2008 607 rather so massive in fact that 2008 607 rather so massive in fact that it<00:10:40.000> can<00:10:40.160> contain<00:10:40.720> all<00:10:40.959> the<00:10:41.079> other<00:10:41.240> military it can contain all the other military it can contain all the other military budgets<00:10:41.880> in<00:10:42.000> the<00:10:42.120> world<00:10:42.480> inside<00:10:42.839> itself budgets in the world inside itself budgets in the world inside itself gobble<00:10:43.760> gobble<00:10:43.959> gobble<00:10:44.160> gobble<00:10:44.360> gobble<00:10:45.000> now gobble gobble gobble gobble gobble now gobble gobble gobble gobble gobble now you<00:10:45.279> can<00:10:45.399> see<00:10:45.680> Africa's<00:10:46.079> total<00:10:46.360> debt<00:10:46.680> there you can see Africa's total debt there you can see Africa's total debt there and<00:10:47.000> the<00:10:47.079> UK<00:10:47.360> budget<00:10:47.639> deficit<00:10:47.959> for<00:10:48.120> reference and the UK budget deficit for reference and the UK budget deficit for reference so<00:10:50.160> that<00:10:50.360> might<00:10:50.560> well<00:10:50.800> chime<00:10:51.440> with<00:10:51.600> your<00:10:52.040> view so that might well chime with your view so that might well chime with your view that<00:10:52.639> America<00:10:53.079> is<00:10:53.560> um<00:10:54.000> a<00:10:54.160> sort<00:10:54.320> of that America is um a sort of that America is um a sort of warmongering<00:10:55.320> military<00:10:55.760> machine<00:10:56.200> out<00:10:56.399> to warmongering military machine out to warmongering military machine out to overpower<00:10:57.000> the<00:10:57.079> world<00:10:57.320> with<00:10:57.440> its<00:10:57.720> huge overpower the world with its huge overpower the world with its huge Industrial<00:10:59.399> military<00:11:00.000> complex<00:11:01.000> but<00:11:01.160> is<00:11:01.240> it Industrial military complex but is it Industrial military complex but is it true<00:11:01.680> that<00:11:01.880> America<00:11:02.320> has<00:11:02.480> the<00:11:02.639> biggest true that America has the biggest true that America has the biggest military<00:11:03.320> budget<00:11:04.240> because<00:11:04.639> America<00:11:05.000> is military budget because America is military budget because America is incredibly<00:11:05.839> rich<00:11:06.120> country<00:11:06.800> in<00:11:06.959> fact<00:11:07.160> it's<00:11:07.360> so incredibly rich country in fact it's so incredibly rich country in fact it's so massively<00:11:08.279> Rich<00:11:08.720> that<00:11:08.839> it<00:11:08.959> can<00:11:09.160> contain<00:11:09.880> the massively Rich that it can contain the massively Rich that it can contain the four<00:11:10.519> other<00:11:10.880> top<00:11:11.480> industrialized<00:11:12.200> nations four other top industrialized nations four other top industrialized nations economies<00:11:13.240> inside<00:11:13.720> itself<00:11:14.440> it's<00:11:14.680> so<00:11:14.959> vastly economies inside itself it's so vastly economies inside itself it's so vastly rich<00:11:15.720> so<00:11:15.880> its<00:11:16.000> military<00:11:16.320> budget<00:11:16.560> is<00:11:16.760> bound<00:11:17.079> to rich so its military budget is bound to rich so its military budget is bound to be<00:11:17.560> enormous<00:11:18.560> so<00:11:18.720> to<00:11:18.839> be<00:11:19.040> fair<00:11:19.360> and<00:11:19.440> to<00:11:19.600> alter be enormous so to be fair and to alter be enormous so to be fair and to alter our<00:11:20.079> perspective<00:11:20.480> we<00:11:20.600> have<00:11:20.680> to<00:11:20.760> bring<00:11:20.959> in our perspective we have to bring in our perspective we have to bring in another<00:11:21.440> data<00:11:21.760> set<00:11:22.200> that<00:11:22.320> data<00:11:22.560> set<00:11:22.720> is<00:11:22.920> GDP<00:11:23.440> or another data set that data set is GDP or another data set that data set is GDP or what<00:11:23.639> the<00:11:23.720> country<00:11:23.920> is<00:11:24.000> earning<00:11:24.720> who<00:11:24.880> has<00:11:25.000> the what the country is earning who has the what the country is earning who has the biggest<00:11:25.399> budget<00:11:26.079> as<00:11:26.160> a<00:11:26.320> proportion<00:11:26.639> of<00:11:26.760> GDP biggest budget as a proportion of GDP biggest budget as a proportion of GDP let's<00:11:27.399> have<00:11:27.480> a<00:11:27.680> look<00:11:28.680> that<00:11:28.800> changes<00:11:29.320> the let's have a look that changes the let's have a look that changes the picture picture picture considerably<00:11:31.360> other<00:11:31.600> countries<00:11:32.079> pop<00:11:32.279> into considerably other countries pop into considerably other countries pop into view<00:11:32.720> that<00:11:32.800> you<00:11:32.920> perhaps<00:11:33.200> weren't view that you perhaps weren't view that you perhaps weren't considering<00:11:34.160> and<00:11:34.279> America<00:11:34.639> drops<00:11:34.959> into<00:11:35.480> eth considering and America drops into eth considering and America drops into eth and<00:11:36.560> you<00:11:36.680> can<00:11:36.760> also<00:11:36.920> do<00:11:37.040> this<00:11:37.120> with<00:11:37.279> soldiers and you can also do this with soldiers and you can also do this with soldiers who<00:11:37.920> has<00:11:38.040> the<00:11:38.120> most<00:11:38.279> soldiers<00:11:39.000> it's<00:11:39.160> got<00:11:39.279> to<00:11:39.480> be who has the most soldiers it's got to be who has the most soldiers it's got to be China<00:11:40.800> of<00:11:40.920> course<00:11:41.200> 2.1<00:11:41.680> million<00:11:42.120> again China of course 2.1 million again China of course 2.1 million again chiming<00:11:43.000> with<00:11:43.160> your<00:11:43.360> view<00:11:44.120> that<00:11:44.480> China<00:11:44.800> has<00:11:44.920> a chiming with your view that China has a chiming with your view that China has a militarized<00:11:45.639> regime<00:11:46.000> ready<00:11:46.240> to<00:11:46.720> you<00:11:46.800> know militarized regime ready to you know militarized regime ready to you know mobilize<00:11:47.480> its<00:11:47.639> enormous<00:11:48.040> forces<00:11:48.600> but<00:11:48.720> of mobilize its enormous forces but of mobilize its enormous forces but of course<00:11:49.279> China<00:11:49.760> has<00:11:50.399> enormous<00:11:50.920> population<00:11:51.600> so course China has enormous population so course China has enormous population so if<00:11:51.839> we<00:11:51.959> do<00:11:52.120> the<00:11:52.320> same<00:11:52.959> we<00:11:53.120> see<00:11:53.440> a<00:11:53.760> radically if we do the same we see a radically if we do the same we see a radically different<00:11:54.560> picture<00:11:55.560> China<00:11:55.800> drops<00:11:56.160> to<00:11:56.839> 124th different picture China drops to 124th different picture China drops to 124th it<00:11:58.000> actually<00:11:58.240> has<00:11:58.360> a<00:11:58.600> tiny<00:11:58.959> Army it actually has a tiny Army it actually has a tiny Army when<00:11:59.920> you<00:12:00.079> take<00:12:00.440> other<00:12:00.639> data<00:12:00.920> into when you take other data into when you take other data into consideration<00:12:02.240> so<00:12:03.079> absolute<00:12:03.560> figures<00:12:03.920> like consideration so absolute figures like consideration so absolute figures like the<00:12:04.120> military<00:12:04.480> budget<00:12:04.959> in<00:12:05.079> a<00:12:05.200> connected<00:12:05.639> World the military budget in a connected World the military budget in a connected World kind<00:12:06.560> of<00:12:06.880> don't<00:12:07.079> give<00:12:07.240> you<00:12:07.360> the<00:12:07.440> whole<00:12:07.600> picture kind of don't give you the whole picture kind of don't give you the whole picture they're<00:12:08.040> not<00:12:08.240> as<00:12:08.399> true<00:12:08.639> as<00:12:08.800> they<00:12:08.920> could<00:12:09.079> be<00:12:09.839> we they're not as true as they could be we they're not as true as they could be we need<00:12:10.240> relative<00:12:10.680> figures<00:12:11.200> that<00:12:11.320> are<00:12:11.480> connected need relative figures that are connected need relative figures that are connected to<00:12:12.040> other<00:12:12.279> data<00:12:13.000> so<00:12:13.160> that<00:12:13.240> we<00:12:13.320> can<00:12:13.440> see<00:12:13.600> a to other data so that we can see a to other data so that we can see a fuller<00:12:14.079> picture<00:12:15.040> and<00:12:15.199> then<00:12:15.399> that<00:12:15.519> can<00:12:15.680> lead<00:12:15.880> to fuller picture and then that can lead to fuller picture and then that can lead to US<00:12:16.160> changing<00:12:16.480> our<00:12:16.680> perspective<00:12:17.639> as<00:12:18.000> Hans US changing our perspective as Hans US changing our perspective as Hans rosling<00:12:18.720> the<00:12:18.880> master<00:12:19.720> my<00:12:19.959> master<00:12:21.079> said<00:12:22.079> um<00:12:23.000> let rosling the master my master said um let rosling the master my master said um let the<00:12:23.399> data<00:12:23.720> set<00:12:23.920> change<00:12:24.240> your the data set change your the data set change your mindset<00:12:26.440> and<00:12:26.560> if<00:12:26.680> they<00:12:26.839> can<00:12:26.959> do<00:12:27.199> that<00:12:27.519> maybe<00:12:27.839> it mindset and if they can do that maybe it mindset and if they can do that maybe it can<00:12:28.120> also<00:12:28.320> change<00:12:28.560> your<00:12:28.720> behavior<00:12:29.639> take<00:12:29.760> a can also change your behavior take a can also change your behavior take a look<00:12:30.000> at<00:12:30.120> this<00:12:30.240> one<00:12:31.199> I'm<00:12:31.320> a<00:12:31.399> bit<00:12:31.519> of<00:12:31.600> a<00:12:31.720> health look at this one I'm a bit of a health look at this one I'm a bit of a health nut<00:12:32.600> I<00:12:32.760> love<00:12:33.160> kind<00:12:33.320> of<00:12:33.680> like<00:12:34.079> taking nut I love kind of like taking nut I love kind of like taking supplements<00:12:35.000> and<00:12:35.160> being<00:12:35.639> fit<00:12:35.959> but<00:12:36.079> I<00:12:36.160> can supplements and being fit but I can supplements and being fit but I can never<00:12:38.040> understand<00:12:38.279> what's<00:12:38.519> going<00:12:38.720> on<00:12:38.920> in never understand what's going on in never understand what's going on in terms<00:12:39.240> of<00:12:39.399> evidence<00:12:39.800> there's<00:12:40.000> always terms of evidence there's always terms of evidence there's always conflicting<00:12:40.639> evidence<00:12:41.000> should<00:12:41.160> I<00:12:41.279> take conflicting evidence should I take conflicting evidence should I take vitamin<00:12:41.720> C<00:12:41.839> should<00:12:41.959> we<00:12:42.079> Tak<00:12:42.199> in<00:12:42.519> wheat<00:12:42.800> grass vitamin C should we Tak in wheat grass vitamin C should we Tak in wheat grass so<00:12:43.600> this<00:12:43.680> is<00:12:43.720> the<00:12:43.880> visualization<00:12:44.440> of<00:12:44.800> all<00:12:45.240> the so this is the visualization of all the so this is the visualization of all the evidence<00:12:45.760> for<00:12:46.000> nutritional<00:12:46.839> supplements evidence for nutritional supplements evidence for nutritional supplements this<00:12:48.079> this<00:12:48.199> kind<00:12:48.320> of<00:12:48.720> diagram<00:12:49.079> is<00:12:49.199> called<00:12:49.360> a this this kind of diagram is called a this this kind of diagram is called a balloon<00:12:49.920> race<00:12:50.920> so<00:12:51.120> the<00:12:51.279> higher<00:12:51.639> up<00:12:52.120> the<00:12:52.320> image balloon race so the higher up the image balloon race so the higher up the image the<00:12:53.279> more<00:12:53.480> evidence<00:12:53.839> there<00:12:53.959> is<00:12:54.079> for<00:12:54.240> each the more evidence there is for each the more evidence there is for each supplement<00:12:55.279> and<00:12:55.360> the<00:12:55.519> bubbles<00:12:55.959> correspond<00:12:56.360> to supplement and the bubbles correspond to supplement and the bubbles correspond to popularity<00:12:57.120> as<00:12:57.279> regards<00:12:57.600> to<00:12:57.760> Google<00:12:58.120> hits<00:12:59.160> so popularity as regards to Google hits so popularity as regards to Google hits so you<00:12:59.399> can<00:12:59.680> kind<00:12:59.760> of<00:12:59.920> immediately<00:13:00.680> apprehend you can kind of immediately apprehend you can kind of immediately apprehend the<00:13:01.480> relationship<00:13:01.959> between<00:13:02.279> efficacy<00:13:03.040> and the relationship between efficacy and the relationship between efficacy and popularity<00:13:04.760> but<00:13:04.839> you<00:13:04.959> can<00:13:05.199> also<00:13:05.800> if<00:13:05.880> you<00:13:06.040> grade popularity but you can also if you grade popularity but you can also if you grade the<00:13:06.480> evidence<00:13:07.399> sort<00:13:07.600> of<00:13:07.680> do<00:13:07.800> a<00:13:07.920> worth<00:13:08.160> it<00:13:08.320> line the evidence sort of do a worth it line the evidence sort of do a worth it line and<00:13:09.000> so<00:13:09.399> supplements<00:13:09.880> above<00:13:10.160> this<00:13:10.320> line<00:13:10.920> are and so supplements above this line are and so supplements above this line are worth<00:13:11.440> investigating<00:13:12.199> but<00:13:12.360> only<00:13:12.560> for<00:13:12.720> the worth investigating but only for the worth investigating but only for the conditions<00:13:13.880> listed<00:13:14.320> below<00:13:15.320> and<00:13:15.440> then conditions listed below and then conditions listed below and then supplements<00:13:16.720> below<00:13:17.079> the<00:13:17.240> line<00:13:17.920> are<00:13:18.120> perhaps supplements below the line are perhaps supplements below the line are perhaps not<00:13:18.519> worth not worth not worth investigating<00:13:20.399> now<00:13:20.560> this<00:13:20.760> image<00:13:21.560> constitutes investigating now this image constitutes investigating now this image constitutes a<00:13:22.440> huge<00:13:22.800> amount<00:13:23.040> of<00:13:23.240> work<00:13:23.560> we<00:13:23.720> scraped<00:13:24.560> uh<00:13:24.720> like a huge amount of work we scraped uh like a huge amount of work we scraped uh like 1,000<00:13:25.480> studies<00:13:25.760> from<00:13:25.959> PubMed<00:13:26.399> the<00:13:26.480> biomedical 1,000 studies from PubMed the biomedical 1,000 studies from PubMed the biomedical database<00:13:28.920> and<00:13:29.279> we<00:13:29.480> compiled<00:13:29.880> them<00:13:30.000> and<00:13:30.120> graded database and we compiled them and graded database and we compiled them and graded them<00:13:30.560> all<00:13:30.920> and<00:13:31.000> it<00:13:31.079> was<00:13:31.279> incredibly them all and it was incredibly them all and it was incredibly frustrating<00:13:32.040> for<00:13:32.160> me<00:13:32.320> because<00:13:32.399> I<00:13:32.480> had<00:13:32.600> a<00:13:32.680> book frustrating for me because I had a book frustrating for me because I had a book of<00:13:33.480> 250<00:13:34.480> visualizations<00:13:35.120> to<00:13:35.279> do<00:13:35.440> for<00:13:35.600> my<00:13:35.800> book of 250 visualizations to do for my book of 250 visualizations to do for my book and<00:13:36.680> I<00:13:36.760> spent<00:13:37.079> a<00:13:37.199> month<00:13:37.480> doing<00:13:37.760> this<00:13:37.920> and<00:13:38.040> I'd and I spent a month doing this and I'd and I spent a month doing this and I'd only<00:13:38.360> filled<00:13:38.760> two only filled two only filled two pages<00:13:40.800> but<00:13:40.920> what<00:13:41.040> it<00:13:41.160> points<00:13:41.480> to<00:13:41.760> is<00:13:41.959> that pages but what it points to is that pages but what it points to is that visualizing<00:13:43.120> information<00:13:43.519> like<00:13:43.720> this<00:13:44.079> is<00:13:44.199> a visualizing information like this is a visualizing information like this is a is<00:13:44.519> a<00:13:44.639> form<00:13:44.839> of<00:13:45.240> of<00:13:45.440> knowledge<00:13:46.000> compression is a form of of knowledge compression is a form of of knowledge compression it's<00:13:46.800> a<00:13:46.959> way<00:13:47.079> of<00:13:47.320> squeezing<00:13:47.800> an<00:13:48.000> enormous it's a way of squeezing an enormous it's a way of squeezing an enormous amount<00:13:48.720> of<00:13:48.880> information<00:13:49.360> and<00:13:49.839> understanding amount of information and understanding amount of information and understanding into<00:13:51.079> a<00:13:51.279> small into a small into a small space<00:13:53.399> and<00:13:53.600> once<00:13:53.759> you've<00:13:54.040> curated<00:13:54.440> that<00:13:54.560> data space and once you've curated that data space and once you've curated that data and<00:13:54.800> once<00:13:54.880> you<00:13:55.000> clean<00:13:55.240> that<00:13:55.360> data<00:13:55.560> and<00:13:55.639> once and once you clean that data and once and once you clean that data and once it's<00:13:56.240> there<00:13:56.600> you<00:13:56.680> can<00:13:56.800> do<00:13:57.000> cool<00:13:57.199> stuff<00:13:57.480> like it's there you can do cool stuff like it's there you can do cool stuff like this<00:13:58.040> so<00:13:58.160> I<00:13:58.279> converted<00:13:58.680> this<00:13:58.759> into<00:13:59.120> to<00:13:59.399> an this so I converted this into to an this so I converted this into to an interactive<00:14:00.199> app<00:14:00.880> so<00:14:01.040> I<00:14:01.120> can<00:14:01.360> now<00:14:01.600> generate interactive app so I can now generate interactive app so I can now generate this<00:14:02.240> application<00:14:02.800> online<00:14:03.160> this this application online this this application online this visualization<00:14:03.959> online<00:14:04.639> and<00:14:04.759> I<00:14:04.839> can<00:14:04.959> say<00:14:05.279> yeah visualization online and I can say yeah visualization online and I can say yeah brilliant<00:14:06.000> so<00:14:06.720> it's<00:14:07.240> it<00:14:07.399> spawns<00:14:07.880> itself<00:14:08.519> and brilliant so it's it spawns itself and brilliant so it's it spawns itself and then<00:14:09.079> I<00:14:09.160> can<00:14:09.320> say<00:14:09.600> well<00:14:09.920> just<00:14:10.040> show<00:14:10.240> me<00:14:10.399> the then I can say well just show me the then I can say well just show me the stuff<00:14:10.880> that<00:14:11.199> affects<00:14:11.600> heart<00:14:11.920> health<00:14:12.759> so<00:14:13.399> let's stuff that affects heart health so let's stuff that affects heart health so let's filter<00:14:13.959> that<00:14:14.120> out<00:14:14.680> so<00:14:14.880> heart<00:14:15.120> has<00:14:15.240> filled<00:14:15.600> out filter that out so heart has filled out filter that out so heart has filled out so<00:14:15.800> I<00:14:15.880> can<00:14:16.000> see<00:14:16.519> if<00:14:16.639> I'm<00:14:16.839> curious<00:14:17.160> about<00:14:17.360> that<00:14:17.720> I so I can see if I'm curious about that I so I can see if I'm curious about that I think<00:14:17.959> no<00:14:18.160> no<00:14:18.279> I<00:14:18.320> don't<00:14:18.440> want<00:14:18.519> to<00:14:18.600> take<00:14:18.720> any think no no I don't want to take any think no no I don't want to take any synthetics<00:14:19.519> I<00:14:19.600> just<00:14:19.720> want<00:14:19.800> to<00:14:19.920> see<00:14:20.199> plants<00:14:20.680> and synthetics I just want to see plants and synthetics I just want to see plants and and<00:14:21.959> uh<00:14:22.160> just<00:14:22.320> show<00:14:22.519> me<00:14:22.800> herbs<00:14:23.199> and<00:14:23.360> plants<00:14:23.959> and and uh just show me herbs and plants and and uh just show me herbs and plants and we<00:14:24.160> go<00:14:24.279> all<00:14:24.399> the<00:14:24.519> natural<00:14:24.880> ingredients<00:14:25.880> now we go all the natural ingredients now we go all the natural ingredients now this<00:14:26.720> app<00:14:27.440> is<00:14:27.720> spawning<00:14:28.279> itself<00:14:28.600> from<00:14:28.759> the<00:14:29.120> dat this app is spawning itself from the dat this app is spawning itself from the dat the<00:14:29.480> data<00:14:29.720> is<00:14:29.880> all<00:14:30.240> stored<00:14:30.600> in<00:14:30.720> a<00:14:31.040> Google<00:14:31.399> doc the data is all stored in a Google doc the data is all stored in a Google doc and<00:14:32.079> it's<00:14:32.320> literally<00:14:32.759> generating<00:14:33.279> itself and it's literally generating itself and it's literally generating itself from<00:14:33.759> that<00:14:33.920> data<00:14:34.199> so<00:14:34.360> the<00:14:34.480> data<00:14:34.759> is<00:14:34.880> now<00:14:35.120> alive from that data so the data is now alive from that data so the data is now alive this<00:14:35.600> is<00:14:35.720> a<00:14:35.920> living<00:14:36.320> image<00:14:36.839> and<00:14:36.920> I<00:14:37.040> can<00:14:37.160> update this is a living image and I can update this is a living image and I can update in<00:14:37.600> a<00:14:37.720> second<00:14:38.000> new<00:14:38.160> evidence<00:14:38.519> comes<00:14:38.720> out<00:14:39.040> I in a second new evidence comes out I in a second new evidence comes out I just<00:14:39.240> changed<00:14:39.480> a<00:14:39.560> row<00:14:39.759> on<00:14:39.839> a<00:14:39.920> spreadsheet just changed a row on a spreadsheet just changed a row on a spreadsheet douche<00:14:41.720> again<00:14:42.279> this<00:14:42.440> the<00:14:42.600> image<00:14:43.000> re<00:14:43.240> recreates douche again this the image re recreates douche again this the image re recreates itself<00:14:44.759> so<00:14:44.920> it's<00:14:45.279> cool<00:14:45.759> it's<00:14:46.079> it's<00:14:46.680> kind<00:14:46.800> of itself so it's cool it's it's kind of itself so it's cool it's it's kind of living<00:14:49.079> um<00:14:50.079> but<00:14:50.199> it<00:14:50.360> kind<00:14:50.480> of<00:14:50.600> can<00:14:50.800> go<00:14:51.000> beyond living um but it kind of can go beyond living um but it kind of can go beyond data<00:14:51.959> and<00:14:52.040> it<00:14:52.120> can<00:14:52.279> go<00:14:52.399> beyond<00:14:52.680> numbers<00:14:53.160> and<00:14:53.240> I data and it can go beyond numbers and I data and it can go beyond numbers and I like<00:14:53.519> to<00:14:53.680> apply<00:14:54.040> information<00:14:54.639> visualization like to apply information visualization like to apply information visualization to<00:14:56.440> ideas<00:14:56.920> and to ideas and to ideas and Concepts<00:14:58.839> this<00:14:59.079> this<00:14:59.360> is<00:14:59.480> a<00:14:59.680> visualization<00:15:00.600> of Concepts this this is a visualization of Concepts this this is a visualization of the<00:15:01.680> political<00:15:02.199> Spectrum<00:15:03.000> an<00:15:03.160> attempt<00:15:03.480> for<00:15:03.600> me the political Spectrum an attempt for me the political Spectrum an attempt for me to<00:15:03.880> try<00:15:04.040> and<00:15:04.600> understand<00:15:05.199> how<00:15:05.320> it<00:15:05.480> works<00:15:06.199> and to try and understand how it works and to try and understand how it works and how<00:15:06.480> the<00:15:06.639> ideas<00:15:07.600> percolate<00:15:08.120> down<00:15:08.320> from how the ideas percolate down from how the ideas percolate down from government<00:15:09.320> into<00:15:09.720> society<00:15:10.199> and<00:15:10.440> culture<00:15:11.199> into government into society and culture into government into society and culture into families<00:15:12.160> into<00:15:12.600> individuals<00:15:13.240> into<00:15:13.440> their families into individuals into their families into individuals into their beliefs<00:15:13.880> and<00:15:14.000> then<00:15:14.199> back<00:15:14.440> round<00:15:14.759> again<00:15:15.040> in<00:15:15.120> a beliefs and then back round again in a beliefs and then back round again in a cycle<00:15:16.680> what<00:15:16.800> I<00:15:16.959> love<00:15:17.160> about<00:15:17.440> this<00:15:17.600> image<00:15:18.399> is cycle what I love about this image is cycle what I love about this image is it's<00:15:19.920> it's<00:15:20.040> made<00:15:20.240> up<00:15:20.360> of<00:15:20.519> Concepts<00:15:20.880> it it's it's made up of Concepts it it's it's made up of Concepts it explores<00:15:21.519> our<00:15:21.680> worldviews<00:15:22.240> and<00:15:22.360> it<00:15:22.519> helps<00:15:22.800> us explores our worldviews and it helps us explores our worldviews and it helps us was<00:15:23.360> helps<00:15:23.639> me<00:15:23.839> anyway<00:15:24.240> to<00:15:24.440> see<00:15:24.800> what<00:15:24.959> others was helps me anyway to see what others was helps me anyway to see what others think<00:15:25.839> and<00:15:25.959> to<00:15:26.199> see<00:15:26.560> where<00:15:26.720> they're<00:15:26.920> coming think and to see where they're coming think and to see where they're coming from<00:15:27.680> and<00:15:27.800> it<00:15:27.959> feels<00:15:29.079> just<00:15:29.639> incredibly<00:15:30.480> cool from and it feels just incredibly cool from and it feels just incredibly cool to<00:15:31.000> do<00:15:31.199> that<00:15:32.160> and<00:15:32.920> what<00:15:33.079> was<00:15:33.560> most<00:15:33.959> exciting to do that and what was most exciting to do that and what was most exciting for<00:15:34.519> me<00:15:35.440> designing<00:15:35.959> this<00:15:36.240> was<00:15:36.440> that<00:15:36.959> when<00:15:37.040> I for me designing this was that when I for me designing this was that when I was<00:15:37.240> designing<00:15:37.639> this<00:15:37.880> image<00:15:38.800> I<00:15:38.959> desperately was designing this image I desperately was designing this image I desperately wanted<00:15:39.880> this<00:15:40.160> side<00:15:40.800> the<00:15:40.959> left<00:15:41.240> side<00:15:41.639> to<00:15:41.800> be wanted this side the left side to be wanted this side the left side to be better<00:15:42.279> than<00:15:42.399> the<00:15:42.600> right<00:15:42.839> side<00:15:43.120> being<00:15:43.399> kind<00:15:43.519> of better than the right side being kind of better than the right side being kind of journalist<00:15:44.319> left<00:15:44.480> leaning journalist left leaning journalist left leaning person<00:15:46.399> but<00:15:46.519> I<00:15:46.639> couldn't<00:15:47.000> because<00:15:47.160> I<00:15:47.240> would person but I couldn't because I would person but I couldn't because I would have<00:15:47.480> created<00:15:47.800> a<00:15:48.199> lopsided<00:15:49.199> biased<00:15:50.120> diagram have created a lopsided biased diagram have created a lopsided biased diagram so<00:15:51.639> in<00:15:51.759> order<00:15:52.079> to<00:15:52.480> really<00:15:53.040> create<00:15:53.240> a<00:15:53.319> full so in order to really create a full so in order to really create a full image<00:15:53.880> I<00:15:54.000> had<00:15:54.120> to<00:15:54.519> honor<00:15:55.319> the<00:15:55.480> perspectives<00:15:56.279> on image I had to honor the perspectives on image I had to honor the perspectives on the<00:15:56.519> right<00:15:56.800> hand<00:15:57.040> side<00:15:57.519> and<00:15:57.600> at<00:15:57.720> the<00:15:57.839> same<00:15:58.079> time the right hand side and at the same time the right hand side and at the same time kind<00:15:58.519> of<00:15:59.040> comfortably<00:15:59.560> recognize<00:16:00.319> how<00:16:00.480> many kind of comfortably recognize how many kind of comfortably recognize how many of<00:16:00.800> those<00:16:01.000> qualities<00:16:01.360> were<00:16:01.560> actually<00:16:01.880> in<00:16:02.040> me of those qualities were actually in me of those qualities were actually in me which<00:16:03.120> is<00:16:03.480> very<00:16:03.959> very<00:16:04.319> annoying<00:16:04.839> and



uncomfortable<00:16:09.839> but<00:16:10.040> not<00:16:10.279> too<00:16:10.600> uncomfortable
uncomfortable but not too uncomfortable uncomfortable but not too uncomfortable because<00:16:11.440> there's because there's because there's something<00:16:13.199> unthreatening<00:16:14.040> about<00:16:14.360> seeing<00:16:14.959> a something unthreatening about seeing a something unthreatening about seeing a political<00:16:15.519> perspective<00:16:16.160> versus<00:16:16.519> being<00:16:16.800> told political perspective versus being told political perspective versus being told or<00:16:17.680> forced<00:16:18.000> to<00:16:18.160> listen<00:16:18.440> to<00:16:18.639> one<00:16:19.040> it's<00:16:19.279> actually or forced to listen to one it's actually or forced to listen to one it's actually you're<00:16:20.040> capable<00:16:20.440> of<00:16:20.639> holding<00:16:21.519> conflicting you're capable of holding conflicting you're capable of holding conflicting viewpoints<00:16:23.079> joyously<00:16:23.600> when<00:16:23.720> you<00:16:23.800> can<00:16:23.880> see viewpoints joyously when you can see viewpoints joyously when you can see them<00:16:24.240> it's<00:16:24.360> even<00:16:24.639> fun<00:16:25.199> to<00:16:25.399> engage<00:16:25.720> with<00:16:25.880> them them it's even fun to engage with them them it's even fun to engage with them because<00:16:26.360> it's because it's because it's visual<00:16:28.639> so<00:16:28.800> that's<00:16:29.000> sort<00:16:29.199> exciting<00:16:29.519> for<00:16:29.639> me visual so that's sort exciting for me visual so that's sort exciting for me seeing<00:16:30.800> how<00:16:31.000> data<00:16:31.319> can<00:16:31.480> change<00:16:31.839> my seeing how data can change my seeing how data can change my perspective<00:16:32.480> and<00:16:32.639> change<00:16:32.920> my<00:16:33.079> mind<00:16:33.360> Midstream perspective and change my mind Midstream perspective and change my mind Midstream beautiful<00:16:34.800> lovely beautiful lovely beautiful lovely data data data so<00:16:39.440> just<00:16:39.560> to<00:16:39.759> wrap<00:16:40.040> up<00:16:40.199> I<00:16:40.279> wanted<00:16:40.480> to<00:16:40.639> say<00:16:41.000> that so just to wrap up I wanted to say that so just to wrap up I wanted to say that it<00:16:42.079> feels<00:16:42.319> to<00:16:42.440> me<00:16:42.560> that<00:16:42.759> design<00:16:43.360> is<00:16:43.519> about it feels to me that design is about it feels to me that design is about solving<00:16:44.319> problems<00:16:44.880> and<00:16:45.079> providing<00:16:45.440> elegant solving problems and providing elegant solving problems and providing elegant Solutions<00:16:47.079> and<00:16:47.279> information<00:16:48.040> design<00:16:49.040> is Solutions and information design is Solutions and information design is about<00:16:49.480> solving<00:16:49.959> information<00:16:50.560> problems<00:16:51.160> and about solving information problems and about solving information problems and it<00:16:51.360> feels<00:16:51.600> like<00:16:51.759> we<00:16:51.880> have<00:16:52.040> a<00:16:52.160> lot<00:16:52.319> of it feels like we have a lot of it feels like we have a lot of information<00:16:53.040> problems<00:16:53.319> in<00:16:53.440> our<00:16:53.639> society<00:16:54.040> at information problems in our society at information problems in our society at the<00:16:54.240> moment<00:16:54.680> from<00:16:54.839> the<00:16:54.959> overload<00:16:55.800> and the moment from the overload and the moment from the overload and saturation<00:16:57.040> to<00:16:57.199> the<00:16:57.360> breakdown<00:16:57.759> of<00:16:57.920> trust<00:16:58.160> and saturation to the breakdown of trust and saturation to the breakdown of trust and reliability<00:16:59.120> and<00:16:59.440> Runway<00:17:00.000> skepticism<00:17:00.600> and reliability and Runway skepticism and reliability and Runway skepticism and lack<00:17:00.959> of<00:17:01.160> transparency<00:17:01.920> or<00:17:02.079> even<00:17:02.279> just lack of transparency or even just lack of transparency or even just interestingness<00:17:03.120> I<00:17:03.160> mean<00:17:03.319> I<00:17:03.399> find interestingness I mean I find interestingness I mean I find information<00:17:04.319> just<00:17:04.640> too<00:17:04.880> interesting<00:17:05.280> it<00:17:05.400> has information just too interesting it has information just too interesting it has a<00:17:05.679> magnetic<00:17:06.160> quality<00:17:06.600> that<00:17:06.919> draws<00:17:07.199> me<00:17:07.799> in<00:17:08.919> so a magnetic quality that draws me in so a magnetic quality that draws me in so visualizing<00:17:10.400> information<00:17:10.799> can<00:17:10.959> give<00:17:11.079> us<00:17:11.280> a visualizing information can give us a visualizing information can give us a very<00:17:11.760> quick<00:17:12.079> solution<00:17:12.959> to<00:17:13.199> those<00:17:13.400> kinds<00:17:13.600> of very quick solution to those kinds of very quick solution to those kinds of problems<00:17:14.039> and<00:17:14.160> even<00:17:14.319> when<00:17:14.439> the<00:17:14.559> information problems and even when the information problems and even when the information is<00:17:15.520> terrible<00:17:16.520> the<00:17:16.679> visual<00:17:17.079> can<00:17:17.199> be<00:17:17.400> quite is terrible the visual can be quite is terrible the visual can be quite beautiful<00:17:19.640> and<00:17:19.799> often<00:17:20.120> we<00:17:20.240> can<00:17:20.520> get<00:17:21.360> clarity beautiful and often we can get clarity beautiful and often we can get clarity or<00:17:22.280> the<00:17:22.439> answer<00:17:22.760> to<00:17:22.959> a<00:17:23.079> simple<00:17:23.400> question<00:17:23.799> very or the answer to a simple question very or the answer to a simple question very quickly<00:17:24.799> like<00:17:25.000> this<00:17:25.160> one<00:17:26.120> the<00:17:26.240> recent quickly like this one the recent quickly like this one the recent Icelandic Icelandic Icelandic volcano<00:17:28.720> uh<00:17:29.039> which<00:17:29.160> was<00:17:29.320> emitting<00:17:29.640> the<00:17:29.720> most volcano uh which was emitting the most volcano uh which was emitting the most CO2<00:17:30.799> was<00:17:30.960> it<00:17:31.080> the<00:17:31.240> plains<00:17:32.240> or<00:17:32.520> the<00:17:32.840> volcano<00:17:33.840> the CO2 was it the plains or the volcano the CO2 was it the plains or the volcano the grounded<00:17:34.400> planes<00:17:34.760> or<00:17:34.919> the<00:17:35.080> volcano<00:17:35.720> so<00:17:35.880> we<00:17:36.000> can grounded planes or the volcano so we can grounded planes or the volcano so we can have<00:17:36.200> a<00:17:36.360> look<00:17:36.600> we<00:17:36.760> look<00:17:36.880> at<00:17:37.000> the<00:17:37.080> data<00:17:37.320> and<00:17:37.480> we have a look we look at the data and we have a look we look at the data and we see<00:17:39.240> yep<00:17:40.080> volcano<00:17:40.440> emitted<00:17:40.720> 150,000<00:17:41.520> tons<00:17:41.880> the see yep volcano emitted 150,000 tons the see yep volcano emitted 150,000 tons the ground<00:17:42.200> in<00:17:42.400> plain<00:17:42.720> would<00:17:43.039> emitted<00:17:43.520> 345,000<00:17:44.520> if ground in plain would emitted 345,000 if ground in plain would emitted 345,000 if they<00:17:45.039> were<00:17:45.200> in<00:17:45.320> the<00:17:45.520> sky<00:17:46.280> so<00:17:46.520> essentially<00:17:47.400> we they were in the sky so essentially we they were in the sky so essentially we had<00:17:47.679> our<00:17:47.880> first<00:17:48.240> carbon<00:17:48.559> neutral



volcano




yeah




and<00:18:01.039> that<00:18:01.200> is<00:18:01.360> beautiful<00:18:01.960> thank
and that is beautiful thank and that is beautiful thank [Applause] [Applause] [Applause] [Music]



you

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