The beauty of data visualization - David McCandless

TED-Ed
23 Nov 201218:17

Summary

TLDRThe speaker addresses the issue of information overload by advocating for the use of visual data representation to discern patterns and connections. They present various data visualizations, such as the billion-dollar-a-gram image, which contextualizes large financial figures, and a landscape of global media panic, revealing hidden patterns. The talk highlights the power of visualizing data to alter perspectives, change behaviors, and even enhance personal understanding of complex subjects like politics and health. The speaker concludes by emphasizing the role of information design in solving societal information problems and the beauty of data when presented visually.

Takeaways

  • ๐Ÿ“Š Visualizing information is a powerful tool to make sense of large amounts of data, revealing patterns and connections that are not immediately apparent.
  • ๐Ÿ’ฐ The 'billion dollar a gram' image illustrates the relative scale of financial figures reported in the news, showing how visualization can provide context and meaning to abstract numbers.
  • ๐ŸŒ A landscape of global media panic visualizes how fears change over time, with patterns emerging from the data that are not obvious from reading news reports alone.
  • ๐ŸŽฎ The regular pattern of concern over violent video games corresponds with the release of new games and significant historical events, showing how visualization can uncover hidden temporal patterns.
  • ๐ŸŒ The phrase 'data is the new oil' is challenged, with the speaker suggesting 'data is the new soil', a fertile ground for creativity and innovation.
  • ๐ŸŒผ Data visualization is like flowers blooming from a fertile medium, transforming raw data into something beautiful and insightful.
  • ๐Ÿ“ˆ The speaker's visual CV demonstrates how personal information can be presented in an engaging and visually interesting way.
  • ๐Ÿง  Exposure to information design has instilled a kind of 'dormant design literacy' in many people, making us all capable of understanding and appreciating visual information.
  • ๐Ÿ‘€ The human eye is extremely sensitive to patterns and variations, and visual information is processed effortlessly, making it an effective way to communicate complex ideas.
  • ๐ŸŒ Absolute figures can be misleading; relative figures connected to other data provide a fuller picture and can change perspectives, as demonstrated with military budgets and the number of soldiers.
  • ๐Ÿ’ก Visualization can compress knowledge, making it easier to understand and interpret large amounts of data, and can even lead to changes in behavior or mindset.

Q & A

  • What is the main idea presented in the transcript about dealing with information overload?

    -The main idea is that using our eyes to visualize information can help us see patterns and connections, making it easier to understand and focus on what's important. Visualizing data can also make it more engaging and aesthetically pleasing.

  • What frustration led the speaker to create the 'billion dollar a gram' image?

    -The speaker was frustrated with the meaninglessness of reported billion-dollar amounts in the press without context. By creating a visual representation, they aimed to provide a better understanding of these figures.

  • How does the 'billion dollar a gram' image help in understanding large financial figures?

    -The image scales boxes according to reported financial figures and uses colors to represent the motivation behind the money, allowing viewers to see patterns and connections between numbers that would otherwise be scattered across multiple news reports.

  • What is the significance of the 'landscape of the world's fears' visualization?

    -The visualization represents the intensity of certain fears over time as reported in the media, showing how public perception of threats like swine flu, bird flu, and asteroid collisions changes and how real events can overshadow other concerns.

  • How does the speaker use data visualization to find hidden patterns?

    -The speaker uses data visualization to highlight odd regular patterns, such as the annual peaks in concern over violent video games coinciding with the release of new games and significant events like the Columbine shooting.

  • What is the metaphor used by the speaker to describe the relationship between data and its potential for insights?

    -The speaker adapts the metaphor 'data is the new oil' to suggest that 'data is the new soil', a fertile creative medium that can be cultivated to produce new insights and innovations.

  • How does the speaker's visual CV convey their professional journey?

    -The speaker's visual CV uses blocks of color and simple design elements to represent their transition from programming to writing and eventually to design, emphasizing their self-taught approach to design.

  • What does the speaker suggest about the impact of visual information on our perception and understanding?

    -The speaker suggests that visual information is effortless to process and can provide relief in navigating dense information. It can also change our perspective and views, making complex data more accessible and understandable.

  • How does the speaker use data visualization to explore the relationship between military budgets and GDP?

    -The speaker compares absolute military budget figures with GDP to provide a more nuanced view of military spending relative to a country's economic capacity, revealing different insights than looking at raw numbers alone.

  • What is the purpose of the 'balloon race' visualization of nutritional supplements?

    -The 'balloon race' visualization aims to show the relationship between the efficacy of various nutritional supplements, based on the amount of evidence, and their popularity, allowing viewers to quickly assess which supplements are worth investigating.

  • How does the speaker describe the process of creating a visualization of the political spectrum?

    -The speaker describes it as an attempt to understand how political ideas flow from government to society and back, and how visualization can help one see different perspectives and even recognize conflicting viewpoints within oneself.

  • What role does the speaker see for information design in addressing societal information problems?

    -The speaker sees information design as a means to solve information problems such as overload, lack of trust, and skepticism, by providing elegant solutions that can quickly convey clarity and insights.

Outlines

00:00

๐Ÿ“Š Visualizing Data to Combat Information Overload

The speaker discusses the concept of information overload and suggests that visualizing data can be an effective solution. By using images to represent data, patterns and connections become more apparent, allowing for better understanding and storytelling. An example is given of a 'billion dollar a gram' image, which provides context to large financial figures reported in the news by scaling boxes and using colors to represent motivations behind the money. The visualization helps in seeing the relationship between different financial figures, such as OPEC's revenue, American charity donations, and war costs. The speaker also introduces the idea of an 'information map' as a tool to navigate through data and presents a landscape of the world's fears based on media reports, highlighting patterns like the regular concern over violent video games that peak annually around the release of new games and significant events like the Columbine shooting.

05:01

๐ŸŒฑ Data as Fertile Ground for Creative Insights

The speaker, a data journalist, challenges the metaphor that 'data is the new oil' by proposing that data is more like fertile soil. This soil has been enriched by the information and data we've cultivated online, and through networks and connectivity, it's ready for creative harvesting. Visualizations and infographics are likened to flowers blooming from this fertile ground. The speaker shares an example of a dataset showing patterns in Facebook status updates related to breakups, revealing interesting insights about human behavior. The speaker also emphasizes the importance of relative figures and connected data to provide a fuller picture, using examples of military budgets and the number of soldiers to demonstrate how perspectives can change when data is viewed in context.

10:01

๐ŸŒ The Power of Visual Language in Data Representation

This paragraph delves into the power of combining visual language with the language of the mind, which includes words, numbers, and concepts. The speaker illustrates how this dual approach can enhance understanding and perspective. Examples include a simple question about the largest military budget, which leads to a discussion about the relative size of military spending as a proportion of GDP. The speaker also introduces an interactive visualization tool that allows for dynamic exploration of data, such as filtering nutritional supplements based on evidence and popularity. The paragraph highlights the ability of visualization to compress knowledge, making complex information accessible and interactive.

15:04

๐ŸŒŸ Designing Solutions for Information Problems

The speaker concludes by emphasizing the role of design in solving problems, particularly those related to information. They argue that society faces numerous information challenges, such as overload, lack of trust, and skepticism. The speaker shares a visualization of the political spectrum, which helps to understand different worldviews and perspectives. They also discuss the personal impact of designing such a visualization, which required them to acknowledge their own biases. The paragraph wraps up with a final example of how visualization can quickly provide clarity and answers to questions, such as comparing the CO2 emissions of a volcano to those of grounded planes, demonstrating the beauty and utility of well-designed data visualization.

Mindmap

Keywords

๐Ÿ’กInformation Overload

Information overload refers to the difficulty in understanding or making decisions when faced with an excessive amount of information. In the video, it is mentioned as a common issue that can be mitigated by using visualization techniques to simplify complex data. The script talks about how visualization can help in seeing patterns and connections, which is crucial in managing information overload.

๐Ÿ’กData Visualization

Data visualization is the graphical representation of information and data. It is a key concept in the video, where the speaker uses various examples to illustrate how visualizing data can reveal patterns and connections that are not apparent in raw data form. For instance, the 'billion dollar a gram' image is a data visualization that contextualizes large financial figures, making them more comprehensible.

๐Ÿ’กPatterns

Patterns in this context refer to the regularities or trends that can be identified within data when it is visualized. The video emphasizes the importance of recognizing patterns as a way to make sense of complex information. An example provided is the visualization of global media panic, which shows a pattern of recurring fears over time.

๐Ÿ’กRelative Scale

Relative scale is the concept of comparing different quantities or data points in relation to one another. The video uses relative scale in the 'billion dollar a gram' visualization to show the size of various financial figures in comparison to each other, which helps in understanding the true magnitude of each amount.

๐Ÿ’กInformation Design

Information design is the practice of presenting information in a way that is both functional and aesthetically pleasing. The video discusses how information design can solve problems related to information overload and enhance understanding. The speaker's visual CV is an example of information design applied to personal information.

๐Ÿ’กData Journalism

Data journalism is a form of journalism that involves the analysis of data to produce stories. In the video, the speaker, a data journalist, uses data visualization to uncover hidden patterns and insights, such as the regularity of media coverage on violent video games and their correlation with specific events.

๐Ÿ’กConceptual Visualization

Conceptual visualization involves representing abstract ideas or concepts in a visual format. The video includes examples of conceptual visualizations, such as the political spectrum visualization, which helps to understand and compare different political ideologies and their influence on society.

๐Ÿ’กKnowledge Compression

Knowledge compression is the process of condensing large amounts of information into a more digestible form. The video describes the creation of a 'balloon race' visualization that compresses nutritional supplement data, making it easier to understand the relationship between evidence and popularity.

๐Ÿ’กInteractive Visualization

Interactive visualization refers to visual representations that allow users to interact with the data, such as filtering or sorting. The video mentions an interactive app that was created from the nutritional supplement data, enabling users to explore different aspects of the data dynamically.

๐Ÿ’กPerspective

Perspective in the video refers to the viewpoint or way of thinking about a particular issue or set of data. The speaker discusses how data visualization can change one's perspective by providing a more complete or relative picture, as shown when comparing military budgets as absolute figures versus relative to GDP.

๐Ÿ’กInformation Literacy

Information literacy is the ability to find, understand, evaluate, and use information. The video suggests that exposure to information design has instilled a form of design literacy in people, enabling them to better interpret and understand visual data.

Highlights

The speaker suggests that visualizing information can help combat information overload by allowing us to see patterns and connections.

A visual representation of billion-dollar amounts in the press was created to provide context and make sense of large figures.

Different colors in the visualization represent different motivations behind the money, such as fighting, giving, and profiteering.

Visualizations can reveal patterns and connections between numbers that would be scattered across multiple news reports.

Examples given include OPEC's revenue, American charity donations, foreign aid, and the costs of the Iraq and Afghanistan wars.

The visualization of global media panic over time shows the intensity of fears as reported in the media.

Hidden patterns, such as the regularity of concern over violent video games, can be discovered through data visualization.

A gap in media-reported fears in September 2001 is attributed to the real fear caused by the 9/11 attacks.

The speaker argues that data is like fertile soil, with visualizations being the flowers that bloom from it.

Data visualization can reveal patterns in social behaviors, such as the timing of breakups based on Facebook status updates.

The speaker's visual CV demonstrates the idea that exposure to media can instill a kind of design literacy.

The human eye is extremely sensitive to patterns and variations, which can be leveraged in visual information.

Combining visual information with concepts can enhance understanding and change perspectives.

Visualizations can provide a fuller picture by connecting absolute figures to relative data, such as military budgets and GDP.

The speaker created an interactive app that visualizes evidence for nutritional supplements, showing the relationship between efficacy and popularity.

Visualization can be applied to ideas and concepts, such as a political spectrum, to understand different worldviews.

Design is presented as a means to solve information problems, with visualization offering clarity and elegant solutions.

A quick example of visualization answering a simple question: comparing CO2 emissions from the Icelandic volcano to grounded planes.

Transcripts

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[Music]

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[Music]

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[Applause]

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it feels like we're all suffering from

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information overload or data glut and

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the good news is there might be an easy

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solution to that and that's using our

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eyes more so visualizing information so

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that we can see the patterns and

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connections that matter and then design

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in that information so it makes more

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sense or it tells a story or allows us

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to focus only on the information that's

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important failing that visualized

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information can just look really cool so

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let's

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see this is the billion dollar a gram

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and this image arose out of frustration

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I had with the reporting a billion

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dollar amounts in the press that is

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they're meaningless without context 500

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billion for this pipeline 20 billion for

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this war it doesn't make any sense so

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the only way to understand it is

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visually and relatively so I scraped a

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load of reported figures from various

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news outlets and then scaled the boxes

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according to those amounts and the

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colors here represent the motivation

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behind the money so purple is uh

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fighting and red is giving money away

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and green is profiteering and what you

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can see straight away is you start to

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have a different relationship to the

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numbers you can literally see them but

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more importantly you start to see

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patterns and connections between numbers

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that would otherwise be scattered across

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multiple news reports let me point out

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some that I really like this is opec's

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revenue this green box here 780 billion

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a year and this little pixel in the

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corner 3 billion that's their climate

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change

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fund Americans incredibly generous

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people over 300 billion a year donated

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to charity every year compared with the

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amount of foreign aid given by the top

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17 industrialized nations at 120 billion

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and then of course the Iraq War predict

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icted to cost just 60 billion back in

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2003 and the mushroom slightly

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Afghanistan and Iraq mushroom now to

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3,000

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billion so now it's great now we have

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this texture and we can add numbers to

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it as well so we can say well new figure

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comes out let's see African debt how

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much of this diagram do you think might

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be taken up by the debt that Africa owes

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to the West let's take a look so there

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it is 227 billion is what Africa owes

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and the recent financial crisis how much

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of this diagram might that figure take

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up that what does that cost the world

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let's take a look at that douche which I

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think is the appropriate sound effect

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from that much

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money

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11,900

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billion so by visualizing this

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information we turned it into a

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landscape that you can explore with your

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eyes a kind of map really a sort of

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information map when you're lost in

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information an information map is kind

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of

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useful so I want to show you another

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landscape now I need to imagine what a

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landscape of the world's fears might

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look like let's take a look this is

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mountains out of mle Hills a timeline of

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global media

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Panic so I'll label this for you in a

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second but the height here I want to

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point out is the intensity of certain

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fears in as reported in the media let me

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Point them out so this swine flu

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pink bird

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flu s brownish here remember that one

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the millennium

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bug terrible disaster uh these little

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green Peaks are asteroid

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collisions and in summer here killer

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[Laughter]

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wasps so these are what our fears look

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like over time in a media um but what I

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love and I'm a journalist and what I

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love is finding hidden patterns I love

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being a data detective and there's a

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very interesting and odd pattern hidden

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in this data that you can only see when

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you visualize it let me highlight it for

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you see this line This is a landscape

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for violent video games as you can see

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there's a kind of odd regular pattern in

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the data Twin Peaks every year if we

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look closer we see those Peaks occur at

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the same month every year why well

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November Christmas video games come out

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and there may well be an upsurge and

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concern about their content but April

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isn't a particularly massive month for

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um video games why April well in April

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1999 was the Columbine shooting and

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since then that fear has been remembered

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by the media and Echoes through the

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group mind gradually through the year

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you have retrospectives anniversaries

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court cases even copycat shootings all

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pushing that fear into the

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agenda and there's another pattern here

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as well can you spot it see that Gap

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there there's a gap and it affects all

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the other stor

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why is there a Gap there you see where

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it starts September 2001 when we had

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something very real to be scared

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about so I've been working as a data

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journalist for about a year and I keep

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hearing a

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phrase all the time which is this data

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is the new

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oil and data is a kind of ubiquitous

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resource that we can shape to provide

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new Innovations and new insights and

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it's all around us and it can be mined

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very easily and it's not a particular

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great metaphor in these times especially

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you live around the Gulf of Mexico but I

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would perhaps adapt this metaphor

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slightly and I would say the data is the

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new

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soil because for me it feels like a

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fertile creative medium you over the

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years online we've laid down um a huge

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amount of information and data and we

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irrigated with networks and connectivity

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and it's been worked and tilled by

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unpaid workers and governments and all

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right I'm kind of milking the metaphor a

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little bit but it's it's a really first

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fertile medium and it feels like

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visualizations infographics data

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visualizations they feel like flowers

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blooming from this medium but if you

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look at it directly it's just a load of

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numbers and disconnected facts but if

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you start working with it and playing

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with it in a certain way interesting

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things can appear and and different

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patterns can be revealed let me show you

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this can you guess what this data set is

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what Rises twice a year once in Easter

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and then two weeks before Christmas has

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a mini Peak every Monday and then

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flattens out over the summer I'll take

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answers chocolate you might want to get

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some chocolate in any other

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guesses shopping uh yeah retail therapy

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might

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help sick cleave yeah you'll definitely

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want to take some time off should we

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see

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so uh information Guru Lee Byron and

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myself we scraped 10,000 status Facebook

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updates for the phrase break up and

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broken up and this was the pattern we

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found people clearing out for spring

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break uh coming out of very bad weekends

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on the Monday being single over the

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summer and then the lowest day of the

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year of course Christmas Day who would

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do

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that so there's a Titanic amount of data

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out there now

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unprecedented uh but if you ask the

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right kind of question or you work it in

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the right kind of way interesting things

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can

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emerge so um information is beautiful

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data is beautiful I wonder if I could

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make my life beautiful and here's my

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visual CV I'm not quite sure I've

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succeeded pretty blocky colors aren't

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that great but I wanted to convey

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something to you um you know started as

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a programmer and then I worked as a

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writer for many years about 20 years in

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print online and in advertising and only

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recently have I started designing and uh

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I've never been to design school I've

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never studied arts or anything I just

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kind of learned through doing U and when

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I started designing an odd I've

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discovered an odd thing about myself I

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already knew how to

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design but it wasn't like I was imedi

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amazingly brilliant at it but more like

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I was sensitive to the um the ideas of

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grids and space and alignment and

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typography

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it's almost like being exposed to all

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this media over the years had instilled

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a kind of dormant design literacy in me

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um and I don't feel like I'm unique I

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feel like every day all of us now are

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being blasted by information design it's

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being poured into our eyes through the

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web and we're all visualizers now we're

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all demanding a visual aspect to our

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information um and there's something

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almost quite magical about visual

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information it's it's effortless it

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literally pours it in

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and if you're in navigating a dense

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information jungle coming across a

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beautiful graphic or a lovely data

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visualization it's a relief it's like

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coming across a clearing in the jungle

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and I was curious about this so I it led

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me to the work of a Danish physicist

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called to nor tras and he converted the

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bandwidth of the senses into computer

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terms so here we go this is your senses

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pouring into your senses every second

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your sense of sight is the fastest it

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has the same bandwidth as a computer

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network then you have touch which about

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the speed of a USB key and then you have

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hearing and smell which is the

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throughput of a hard disk and then you

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have poor old taste which is like rarely

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the throughput of a pocket calculator

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and that little square in the corner

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0.7% that's the amount we're actually

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aware of so a lot of your vision is

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pouring the bulk of it is Visual and

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it's pouring in it's

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unconscious and the eye is exquisitly

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sensitive to patterns in variations in

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color shapee and pattern it loves them

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it calls them beautiful it's the

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language of the eye and if you combine

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the language of the eye with the

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language of the mind which is about

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words and numbers and Concepts you start

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speaking two languages simultaneously

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each enhancing the

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other so you have the I and then you

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drop in the concepts and that whole

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thing it's two languages both working at

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the same time so we can use this new

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kind of language if you'd like to alter

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our perspective or change our views let

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me ask you a simple question with a

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really simple simp Le answer who has the

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biggest military budget it's got to be

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America right massive 609 billion in

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2008 607 rather so massive in fact that

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it can contain all the other military

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budgets in the world inside itself

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gobble gobble gobble gobble gobble now

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you can see Africa's total debt there

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and the UK budget deficit for reference

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so that might well chime with your view

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that America is um a sort of

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warmongering military machine out to

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overpower the world with its huge

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Industrial military complex but is it

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true that America has the biggest

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military budget because America is

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incredibly rich country in fact it's so

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massively Rich that it can contain the

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four other top industrialized nations

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economies inside itself it's so vastly

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rich so its military budget is bound to

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be enormous so to be fair and to alter

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our perspective we have to bring in

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another data set that data set is GDP or

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what the country is earning who has the

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biggest budget as a proportion of GDP

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let's have a look that changes the

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picture

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considerably other countries pop into

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view that you perhaps weren't

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considering and America drops into eth

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and you can also do this with soldiers

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who has the most soldiers it's got to be

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China of course 2.1 million again

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chiming with your view that China has a

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militarized regime ready to you know

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mobilize its enormous forces but of

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course China has enormous population so

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if we do the same we see a radically

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different picture China drops to 124th

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it actually has a tiny Army

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when you take other data into

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consideration so absolute figures like

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the military budget in a connected World

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kind of don't give you the whole picture

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they're not as true as they could be we

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need relative figures that are connected

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to other data so that we can see a

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fuller picture and then that can lead to

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US changing our perspective as Hans

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rosling the master my master said um let

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the data set change your

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mindset and if they can do that maybe it

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can also change your behavior take a

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look at this one I'm a bit of a health

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nut I love kind of like taking

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supplements and being fit but I can

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never understand what's going on in

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terms of evidence there's always

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conflicting evidence should I take

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vitamin C should we Tak in wheat grass

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so this is the visualization of all the

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evidence for nutritional supplements

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this this kind of diagram is called a

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balloon race so the higher up the image

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the more evidence there is for each

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supplement and the bubbles correspond to

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popularity as regards to Google hits so

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you can kind of immediately apprehend

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the relationship between efficacy and

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popularity but you can also if you grade

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the evidence sort of do a worth it line

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and so supplements above this line are

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worth investigating but only for the

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conditions listed below and then

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supplements below the line are perhaps

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not worth

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investigating now this image constitutes

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a huge amount of work we scraped uh like

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1,000 studies from PubMed the biomedical

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database and we compiled them and graded

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them all and it was incredibly

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frustrating for me because I had a book

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of 250 visualizations to do for my book

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and I spent a month doing this and I'd

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only filled two

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pages but what it points to is that

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visualizing information like this is a

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is a form of of knowledge compression

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it's a way of squeezing an enormous

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amount of information and understanding

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into a small

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space and once you've curated that data

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and once you clean that data and once

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it's there you can do cool stuff like

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this so I converted this into to an

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interactive app so I can now generate

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this application online this

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visualization online and I can say yeah

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brilliant so it's it spawns itself and

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then I can say well just show me the

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stuff that affects heart health so let's

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filter that out so heart has filled out

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so I can see if I'm curious about that I

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think no no I don't want to take any

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synthetics I just want to see plants and

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and uh just show me herbs and plants and

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we go all the natural ingredients now

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this app is spawning itself from the dat

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the data is all stored in a Google doc

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and it's literally generating itself

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from that data so the data is now alive

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this is a living image and I can update

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in a second new evidence comes out I

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just changed a row on a spreadsheet

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douche again this the image re recreates

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itself so it's cool it's it's kind of

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living um but it kind of can go beyond

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data and it can go beyond numbers and I

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like to apply information visualization

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to ideas and

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Concepts this this is a visualization of

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the political Spectrum an attempt for me

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to try and understand how it works and

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how the ideas percolate down from

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government into society and culture into

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families into individuals into their

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beliefs and then back round again in a

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cycle what I love about this image is

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it's it's made up of Concepts it

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explores our worldviews and it helps us

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was helps me anyway to see what others

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think and to see where they're coming

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from and it feels just incredibly cool

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to do that and what was most exciting

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for me designing this was that when I

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was designing this image I desperately

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wanted this side the left side to be

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better than the right side being kind of

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journalist left leaning

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person but I couldn't because I would

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have created a lopsided biased diagram

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so in order to really create a full

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image I had to honor the perspectives on

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the right hand side and at the same time

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kind of comfortably recognize how many

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of those qualities were actually in me

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which is very very annoying and

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uncomfortable but not too uncomfortable

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because there's

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something unthreatening about seeing a

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political perspective versus being told

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or forced to listen to one it's actually

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you're capable of holding conflicting

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viewpoints joyously when you can see

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them it's even fun to engage with them

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because it's

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visual so that's sort exciting for me

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seeing how data can change my

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perspective and change my mind Midstream

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beautiful lovely

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data

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so just to wrap up I wanted to say that

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it feels to me that design is about

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solving problems and providing elegant

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Solutions and information design is

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about solving information problems and

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it feels like we have a lot of

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information problems in our society at

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the moment from the overload and

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saturation to the breakdown of trust and

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reliability and Runway skepticism and

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lack of transparency or even just

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interestingness I mean I find

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information just too interesting it has

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a magnetic quality that draws me in so

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visualizing information can give us a

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very quick solution to those kinds of

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problems and even when the information

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is terrible the visual can be quite

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beautiful and often we can get clarity

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or the answer to a simple question very

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quickly like this one the recent

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Icelandic

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volcano uh which was emitting the most

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CO2 was it the plains or the volcano the

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grounded planes or the volcano so we can

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have a look we look at the data and we

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see yep volcano emitted 150,000 tons the

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ground in plain would emitted 345,000 if

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they were in the sky so essentially we

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had our first carbon neutral

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volcano

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yeah

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and that is beautiful thank

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[Applause]

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[Music]

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you

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Related Tags
Data VisualizationInfographicsInsightsPatternsConnectionsInformation DesignKnowledge CompressionEconomic AnalysisSocial ImpactCreative Solutions