The beauty of data visualization David McCandless

the kills that were all suffering from

information overload or data glut and

the good news is there might be an easy

solution to that and that’s using our

eyes more so visualizing information so

we can see the patterns and connections

that matter and in designing that

information so it makes more sense or it

tells a story or allows us to focus only

on the information that’s important

failing that visualize information can

just look really cool so let’s see this

is the billion dollar a gram

and this image arose out of frustration

I had with the reporting a billion

dollar amounts in the press that is

their meaningless without context five

hundred billion for this pipeline 20

billion for this war it doesn’t make any

sense so the only way to understand it

is visually and relatively so I scrape

to load a report figures from various

news outlets and then scaled the boxes

according to those amounts and the

colors here represent the motivation

behind the money so purple is fighting

and red is giving money away and green

is profiteering and what you can see

straight away is you start to have

different relationships the numbers you

can literally see them but more

importantly you start to see patterns

and connections between numbers that

would otherwise be scattered across

multiple news reports and we point out

some that I really like this is OPEX

revenue this green box here 780 billion

a year and this little pixel in the

corner three billion that’s their

climate change fund Americans incredibly

generous people over three hundred

billion a year donated to charity every

year compared with the amount of foreign

aid given by the top seventeen

industrialized nations at one hundred

and twenty billion and then of course

the Iraq war predicted to cost just 60

billion back in 2003 and the mushroomed

slightly Afghanistan and Iraq mushroom

now to three thousand billion so now

it’s great but now we have this texture

we can add numbers to it as well so we

say well the new food comes out to see

African debt how much of this diagram do

you think might be taken up by the debt

that Africa owes to the West

let’s take a look so there it is 227

billion is what Africa owes and the

recent financial crisis how much of this

diagram might that figure take up that

what does that cost the world take a

look at that douche to think is the

appropriate sound effect from very much

money

11900 billion so by visualizing this

information we turned it into a

landscape that you can explore with your

eyes a kind of map really a sort of

information map when you’re lost in

information an information map is kind

of useful so I want to show you another

landscape now we need to imagine what a

landscape of the world’s fears might

look like let’s take a look

this is mountains out of mole hills a

timeline of global media panic

so our label is for you in a second but

the height here when they point out is

the intensity of certain fears in as

reported in the media let me put them

out to this swine flu pink bird flu SARS

brownish here remember that one the

millennium bug terrible disaster these

little green Peaks are asteroid

collisions

and in summer here killer wasps

so these are what our fears look like

over time in the media but what I love

and I’m a journalist and what I love is

finding hidden patterns I love being a

date detective and it’s a very

interesting and odd pattern hidden in

this data you can only see when you

visualize it let me highlight it for you

see this line this is the landscape for

violent videogames as you can see

there’s a kind of odd regular pattern in

the data Twin Peaks every year if we

look closer we see those Peaks occur at

the same month every year why well

November Christmas videogames come out

and there may well be an upsurge in

concern about their content for April

isn’t a particularly massive month for

videogames why April well in April 1999

was the Columbine shooting and since

then that fear has been remembered by

the media and echoes through the group

mind gradually through the year you have

retrospectives anniversaries court cases

even copycat shootings all pushing that

fear into the agenda and there’s another

pattern here as well can you spot it see

that gap there there’s a gap and it

affects all the other stories why is

there a gap there you see where it

starts September 2001 when we had

something very real to be scared about

so I’ve been working as a data

journalist for about a year and I keep

hearing a phrase all the time which is

this data is the new oil a data is a

kind of ubiquitous resource that we can

shape to provide new innovations and new

insights and spore around us and it can

be mined very easily it’s not a

particularly great metaphor in these

times especially you live around the

Gulf Mexico but I would perhaps adapt

this metaphor slightly and I would say

the data is the new soil because for me

it feels like a fertile creative medium

in over the years online we’ve laid down

a huge amount of information data we

irrigated with networks and connectivity

and it’s been worked and tilled by

unpaid workers and governments and all

right

kind of milking the metaphor a little

bit but it’s a really fertile medium and

it feels like visualizations

infographics data visualizations they

feel like flowers blooming from this

medium but if you look at it directly

it’s just a low numbers and disconnected

facts but if you start working with it

and playing with it in a certain way

interesting things can appear in and

different patterns can be revealed let

me show you this can you guess what this

data set is what rises twice a year once

in Easter and then two weeks before

Christmas has a mini peak every Monday

and then flattens out over the summer

I’ll take answers chocolate you might

want to get some chocolate in any other

guesses shopping yeah retail therapy

might help sick leave yet you’ll

definitely want to take some time off

should we see

so the information guru lee byron and

myself we scraped 10,000 status facebook

updates for the phrase breakup and

broken up and this is the pattern we

found people clearing out for spring

break

coming out very bad weekends on the

Monday being single over the summer and

then the lowest day of the year of

course Christmas Day who would do that

so there’s a Titanic amount of data out

there now I’m presidentís but if you ask

the right kind of question or you work

it in the right kind of way interesting

things can emerge

so informations beautiful data is

beautiful I wonder if I could make my

life beautiful and here’s my visual CV

I’m not quite sure I’ve succeeded pretty

blocky colors aren’t that great but I

wanted to convey something to you you

know I started as a program and then I

worked as a writer for many years about

20 years in print online and in

advertising and only recently if I

started designing and I’ve never been to

design school I’ve never studied arts or

anything I just kind of learned through

doing and when I started designing and

I’ve discovered an odd thing about

myself I already knew how to design but

it wasn’t like I was immediately

brilliant at it but more like I was

sensitive to the the ideas of grids and

space and alignment and typography it’s

almost like being exposed to all this

media over the years had instilled a

kind of dormant design literacy in me

and I don’t feel like I’m unique I feel

that every day all of us now are being

blasted by information design it’s being

poured into our eyes through the web and

we’re all visualizes now we’re all

demanding a visual aspect to our

information and there’s something almost

quite magical about visual information

it’s it’s effortless it literally pours

it in and if you’re in navigating a

dense information jungle come across a

beautiful graphic or a lovely data

visualization it’s a relief it’s like

coming across a clearing in the jungle

and I was curious about this so it led

me to the work with

Danish physicist called tour North

Rhonda’s he converted the bandwidth of

the senses into computer terms so here

we go this is your sense is pouring into

your senses every second your sense of

sights is the fastest it has the same

bandwidth as a computer network then you

have touch about the speed of a USB key

and then you have hearing and smell

which is the throughput of a hard disk

and then you have poor old taste which

is like rarely the throughput of a

pocket calculator and that little square

in the corner not 0.7% as the amount

we’re actually aware of so a lot of your

vision is pouring that bulk of is visual

and it’s pouring in it’s unconscious and

the eye is exquisitely sensitive to

patterns in variations in color shape

and pattern it loves them it calls them

beautiful it’s the language of the eye

and if you combine the language of the

eye with the language of the mind which

is about words and numbers and concepts

you start speaking two languages

simultaneously each enhancing the other

so you have the eye and then you drop in

the concepts and that whole thing it’s

two languages both working at the same

time so we can use this new kind of

language if you like to alter our

perspective or change our views and we

ask you a simple question with a really

simple answer who has the biggest

military budget it’s gotta be America

right massive 609 billion in 2008 607

rather so massive in fact that it can

contain all the other military budgets

in the world

inside itself gobble gobble gobble

gobble gobble now you can see Africa’s

total debt there and the UK budget

deficit for reference so that might well

chime with your view that America is a

war mongering military machine out to

overpower the world that it’s huge

industrial military complex but is it

true that America has the biggest

military budget because America is

incredibly rich country in fact it’s so

massively rich that it can contain the

four other top industrialized nations

economies inside itself it’s so vastly

rich so its military budget is bound to

be enormous so to be fair and to alter

our perspective we have to bring in

another data set a data set is GDP or

the country’s own

who has the biggest budget as a

proportion of GDP let’s have a look that

changes the picture considerably other

countries pop into view than you perhaps

weren’t considering and America drops

into eighth you can also do this with

soldiers who has the most soldiers it’s

gotta be China of course 2.1 million

again chiming with your view that China

has a military regime ready to you know

mobilize its enormous forces but of

course China has an enormous population

so if we do the same we see a radically

different picture

China drops to a hundred and twenty

fourth it actually has a tiny army when

you take other data into consideration

so absolute figures like the military

budget in a connected world kind of

don’t give you the whole picture they’re

not as true as they could be we need

relative figures that are connected to

other data so that we can see a fuller

picture and then that can lead to us

changing our perspective as Hans Rosling

the master my master said let the data

set change your mindset and if they can

do that maybe can also change your

behavior take a look at this one I’m a

bit of a health nut I love kind of like

taking supplements and being fit but I

can never understand what’s going on in

terms of evidence

there’s always conflicting evidence

should I take the procedures were taking

wheat grass so this is a visualization

of all the evidence for nutritional

supplements it’s this kind of diagram is

called a balloon race so the higher up

the image the more evidence there is for

each supplement and the bubbles

correspond to popularity as regards to

Google hits so you can kind of

immediately apprehend the relationship

between efficacy and popularity but you

can also if you braid the evidence sort

of do a worth it line and so supplements

above this line are worth investigating

but only for the conditions listed below

and then supplements below the line or

perhaps not worth investigating now this

image constitutes a huge amount of work

we scraped like 1,000 studies from

PubMed the biomedical database and we

compiled them in greater than law it was

incredibly frustrating for me because

I’d a book of 250 visualizations to do

for my

and I spent a month doing this so I had

only filled two pages but what it points

to is that visualizing information like

this is it’s a form of knowledge

compression it’s a way of squeezing an

enormous amount of information and

understanding into a small space

and once you’ve curated that day and

once you clean that day and once it’s

there you can do cool stuff like this so

I convert this into an interactive app

so I can now generate this application

online this visualization online I can

say yeah brilliant so it’s it spawns

itself and then I could say well just

show me the stuff the effects heart

health

so let’s filter that out the heart as

filtered out so I can see if I’m curious

about that I think no no I don’t want to

take any synthetics I just want to see

plants and and just show me herb some

plants we go all the natural ingredients

now this app is spawning itself from the

data the data is all stored in a Google

Doc and it’s literally generating itself

from that data so the data is now alive

this is a living image and I can update

it in a second new evidence comes out I

just change a row on a spreadsheet

doosh again this the imagery recreates

itself so it’s cause it’s kind of living

and but it kind of can go beyond data

and it can go beyond numbers I like to

apply information visualization to ideas

and concepts this is a visualization of

the political spectrum an attempt for me

to try and understand how it works and

how the ideas percolate down from

government into society and culture into

families into individuals instead

beliefs and background again in a cycle

what I love about this image is it’s

it’s made up of concepts it explores our

worldviews and it helps us it helps me

anyway

to see what others think and to see

where they’re coming from it feels just

incredibly cool to do that and what was

most exciting for me designing this was

that when I was designing this image I

desperately wanted this side the left

side to be better than the right side

being on a journalist left leaning

person

but I couldn’t because I would have

created a lopsided biased diagram so in

order to really create full image I had

to honor the perspectives and on the

right hand side at the same time kind of

uncomfortably recognize how many of

those qualities were actually in me

which is very very annoying and

uncomfortable but not too uncomfortable

because there’s something unthreatening

about seeing a political perspective

versus being told or forced to listen to

one it’s actually you capable of holding

conflicting viewpoints joyously when you

can see them it’s even fun to engage

with them because it’s visual

that’s what exciting for me seeing how

data can change my perspective and

change my mind midstream beautiful

lovely data so just to wrap up I want to

say that it feels to me that design is

about solving problems and providing

elegant solutions an information design

is about solving information problems

and it feels like we have a lot of

information problems in our society at

the moment from the overload and

saturation to the breakdown of trust and

reliability and runaway skepticism and

lack of transparency or even just

interesting this I mean I find

information just too interesting it has

a magnetic quality that draws me in so

if visualizing information can give us a

very quick solution to those kinds of

problems and even when the information

is terrible the visual can be quite

beautiful and often we can get clarity

or the answer to a simple question very

quickly like this one

the recent Icelandic volcano which was

emitting the most co2 was at the plains

or the volcano the grounded planes or

the volcano so we can have a look we

look at the data and we see yep volcano

meter 150,000 tons the grounded plane

would emitted 345,000 if they were in

the sky

so essentially we had our first

carbon-neutral volcano

and that is beautiful thank

you

所有遭受

信息过载或数据过剩的杀戮

,好消息是可能有一个简单的

解决方案,那就是更多地使用我们的

眼睛来可视化信息,这样

我们就可以看到重要的模式和联系

,并在设计这些

信息时 它更有意义,或者它

讲述了一个故事,或者允许我们只

关注重要的信息,

失败的可视化信息

看起来真的很酷,所以让我们看看这

是 10 亿美元一克

,这张图片源于

我对

在媒体上报道 10 亿美元的金额,这

是毫无意义

的 这条管道的

5000 亿美元 这场战争的 200 亿美元 这没有任何

意义,所以理解它的唯一方法

是视觉上和相对地,所以我

拼命加载报告 来自各种

新闻媒体的数字,然后

根据这些数量缩放盒子,

这里的颜色代表

了金钱背后的动机,所以紫色 e 是战斗

,红色是送钱,绿色

是暴利,你可以立即看到的

是你开始有

不同的关系你

可以从字面上看到它们的数字,但更

重要的是你开始看到

数字之间的模式和联系,

否则这些数字会是 分散在

多个新闻报道中,我们指出

一些我真的很喜欢这是 OPEX

收入 这个绿色盒子

每年 7800 亿 角落里的这个小像素

30 亿是他们的

气候变化基金 美国人非常

慷慨 每年超过 3000 亿人

每年都向慈善机构捐款,

相比之下,

前 17

个工业化国家提供的外援金额为 1200

亿美元,

当然还有 2003 年伊拉克战争预计仅花费 600

亿美元,而现在

阿富汗和伊拉克如雨后春笋般涌现

到 3000 亿,所以

现在很棒,但现在我们有了这个纹理,

我们可以添加数字 它也是如此,所以我们

说得好 新食物出来看看

非洲债务 你认为这个图表中有多少

可能被

非洲欠西方的债务所

占据让我们来看看,那里有 2270

亿是非洲的债务 欠和

最近的金融危机 这张

图可能占了多少这个数字是

什么让世界付出了

代价 进入一个

你可以用眼睛探索的风景

一种地图 真的是一种

信息地图 当你迷失在

信息中时 信息地图

很有用 所以我想向你展示另一个

风景 现在我们需要想象一个

风景 世界的恐惧可能

看起来像 让我们来看看

这是从鼹鼠山出来的山

全球媒体恐慌的时间线

所以我们的标签是在一秒钟内给你的,

但当他们指出时,这里的高度

是 cer 的强度 保持恐惧正如

媒体报道的那样让我把它们

放在这种猪流感粉红色禽流感 SARS

棕色这里记住一个

千年虫可怕的灾难这些

绿色的小山峰是小行星

碰撞在夏天这里是杀手黄蜂

所以这些是我们的恐惧

随着时间的推移在媒体上看起来像,但我喜欢

,我是一名记者,

我喜欢寻找隐藏的

模式 让我为你突出显示

这条线 这是

暴力视频游戏的景观,因为你可以看到数据中

有一种奇怪的规则

模式 每年双峰 如果我们

仔细观察,我们会看到这些峰

每年都发生在同一个月 为什么

11 月的圣诞节电子游戏问世了,

而且人们

对其内容的担忧可能会

激增 4 月对于电子游戏来说并不是一个特别重要的月份

为什么 1999 年 4 月的 4

月很好 e 哥伦拜恩枪击案,

从那时起,这种恐惧一直被媒体记住,

在一年中逐渐回荡在集体脑海中,你有

回顾展周年纪念日法庭案件

甚至模仿枪击事件都将这种

恐惧推向了议程,这里还有另一种

模式,你能发现 它看到

那个差距 那里有一个差距,它

会影响所有其他故事 为什么

那里有一个差距 你看它

从 2001 年 9 月开始的地方,当时我们有

一些非常真实的事情要害怕,

所以我作为数据

记者工作了大约 一年以来,我一直

听到一个短语,那

就是数据是新的石油数据是

一种无处不在的资源,我们可以

塑造它以提供新的创新和新的

见解,并在我们周围形成孢子,它可以

很容易地被挖掘出来。

在这些时候,这不是一个特别好的比喻,

尤其是你住在墨西哥湾附近,

但我可能会

稍微调整一下这个比喻,我会

说数据是新的土壤,因为 对我来说,

这感觉像是一个肥沃的创意媒介

,多年来,我们在网上放置

了大量的信息数据,我们

通过网络和连通性进行灌溉

,它由

无偿工人和政府工作和耕种,

好吧,

有点像挤奶的比喻

有点,但它是一个非常肥沃的媒介,

感觉就像可视化

信息图表数据可视化他们

感觉就像花朵从这个

媒介中绽放,但如果你直接看它,

它只是一个低数字和不相关的

事实,但如果你开始使用它

并玩弄 它以某种方式

可以出现有趣的东西并且

可以揭示不同的模式让

我告诉你这个数据集是什么你猜这个

数据集是什么每年

在复活节上升两次然后在圣诞节前两周

每周一有一个迷你高峰

和 然后在夏天变得平淡

我会回答巧克力你可能

想在任何其他猜测中得到一些巧克力

购物是的零售疗法

mi 可以帮助病假,但如果我们

看到信息大师 lee byron 和

我自己,我们肯定会想请假一段时间,我们为短语分手和分手刮掉了 10,000 个状态 Facebook

更新

,这是我们

发现人们清理的模式 春假

出来了 周一的周末非常糟糕

夏天单身,

然后是一年中最低的一天

当然是圣诞节 谁会这样做,

所以现在有大量的数据

我是总统,但如果你

问 正确的问题,或者

你以正确的方式解决问题 有趣的

事情可能会出现,

所以信息 美丽的数据是

美丽的 我想知道我是否可以让我的

生活变得美丽,这是我的视觉简历

我不太确定我是否成功了

颜色不是那么好,但我

想向你传达一些信息

如果我

开始设计并且从未上过

设计学校,我从未学习过艺术或

任何我通过实践学到的

东西,当我开始设计时,

我发现了自己的一个奇怪的事情,

我已经知道如何设计,但是

并不是我马上就

精通它,而是我

对网格、

空间、对齐和排版的想法很敏感,

就像多年来接触所有这些

媒体一样,

在 我

和我不觉得我是独一无二的 我

觉得我们所有人现在每天都

被信息设计所震撼,它

通过网络涌入我们的眼睛,

我们现在都是可视化的,我们都

需要视觉 与我们的

信息相比,视觉信息有一些几乎非常神奇的东西

,它毫不费力地把

它倒进去,如果你在一个

密集的信息丛林中导航,会遇到一个

漂亮的图形或可爱的数据

可视化 这是一种解脱,就像

在丛林中遇到一块空地

,我对此感到好奇,所以这让

我与丹麦物理学家一起工作,

称为北

朗达之旅,他

将感官的带宽转换为计算机术语,所以

我们开始吧,这是你的 感觉

每秒钟都在涌入你的感官你的

视觉是最快的它具有与

计算机网络相同的带宽然后

你触摸USB密钥的速度

然后你有听觉和嗅觉

这是硬盘的吞吐量

然后你的旧品味很差

,就像

袖珍计算器的吞吐量很少,角落里的那个小方块

不是我们实际知道的数量的 0.7%

,所以你的很多

视觉都在倾注大部分是视觉

和 它倾泻而下 它是无意识

的 眼睛

对颜色形状

和图案的变化非常敏感 它喜欢它们 它称它们

美丽 它是眼睛

的语言 如果你结合

心灵语言的眼睛

,关于单词、数字和概念,

你开始同时说两种语言

,每种语言都在增强另一种语言,

所以你有眼睛,然后你

把概念和整个事情

都放进去,这是两种语言同时工作

如果你想改变我们的

观点或改变我们的观点,我们可以使用这种新的语言,我们会

问你一个简单的问题,

答案非常简单,谁拥有最大的

军事预算,那一定是

美国,2008 年有 6090 亿美元 607

相当庞大,事实上它可以

包含世界上所有其他的军事

预算,

现在你可以看到非洲的

总债务和英国的

预算赤字供参考,这很

可能与你认为美国是 一个

贩卖战争的军事机器来

压倒世界它是一个巨大的

工业军事综合体,但

美国真的拥有最大的

军事预算吗 t 因为美国是一个

非常富有的国家,事实上它非常

富有,以至于它可以在其内部包含

其他四个顶级工业化国家的

经济

体 引入

另一个数据集 一个数据集是 GDP 或

该国自己

的预算占 GDP 的

比例最大的国家 让我们看一下这

会大大改变情况

第八,你也可以用

拥有最多士兵的士兵来做这件事

,当然必须是中国 210 万

再次与你的观点相呼应,即中国

有一个军事政权,你知道

动员其庞大的力量,但

当然中国有庞大的人口,

所以如果 我们做同样的事情 我们看到完全

不同的画面

中国下降到一百二十

四 当你把其他数据纳入考虑时它实际上只有一支小军队

因此,像

互联世界中的军事预算这样的绝对数字

并不能为您提供全貌,它们

并不像它们可能的那样真实,我们需要

与其他数据相关的相对数字,

这样我们才能看到更全面的

图景 然后这可能会导致我们

改变我们的观点,因为

大师汉斯罗斯林说让数据

集改变你的心态,如果他们能

做到这一点,也许也可以改变你的

行为看看这个我

有点 健康坚果我喜欢

服用补充剂和保持健康,但我

永远无法理解证据方面发生了什么

,如果我采取程序,

总是有相互矛盾的证据

正在服用

小麦草,所以这是

营养补充剂所有证据的可视化

这种图被

称为气球赛跑,所以

图像越高,

每个补充的证据就越多,气泡

对应于

谷歌点击的流行度,所以你可以 有点

立即理解

功效和受欢迎程度之间的关系,但你

也可以,如果你把证据编成

一条值得做的线,所以

这条线以上的补品值得研究,

但只适用于下面列出的条件

,然后在这条线以下补品,或者

也许 现在不值得研究这张

图片构成了大量工作,

我们从

PubMed 生物医学数据库中抓取了 1,000 项研究,我们将

它们编译得比法律更重要,这

对我来说非常令人沮丧,因为

我要

为我

和 我花了一个月的时间做这件事,所以我

只写了两页,但它指出

的是,像这样可视化信息

是一种知识压缩形式,

它是将

大量信息和

理解压缩到一个小空间中的一种方式

,一旦你 ‘’ve curated that day and

once you clean that day and once it’s

there you can do cool things like this 所以

我把它变成了一个互动 tive 应用程序,

所以我现在可以在线生成这个应用程序

这个可视化在线我可以

说是的很棒,所以它是它自己产生的

,然后我可以说好吧,只是

向我展示影响心脏健康的东西,

所以让我们把它

过滤掉,因为过滤掉了,所以我 可以看看我是否对此感到

好奇 我认为不 不 我不想

服用任何合成物 我只想看

植物 只是向我展示一些

植物 我们使用所有天然成分

现在这个应用程序正在从

数据 数据全部存储在 Google

Doc 中,它实际上是

从该数据中生成的,因此数据现在是活动的,

这是一个活生生的图像,我可以

在一秒钟内更新它新的证据出现了我

只是在电子表格上更改一行

doosh 再一次,这个图像重新创建了

自己,所以它是一种生活

,但它可以超越数据

,它可以超越数字我喜欢

将信息可视化应用于想法

和概念这是

政治SP的可视化 ectrum 是我

尝试去理解它是如何运作的,

以及这些想法是如何从

政府渗透到社会和文化到

家庭到个人而不是

信仰和背景的循环

中我喜欢这个形象的原因是

它是由概念组成的 探索我们的

世界观,它对我们有所帮助,

无论如何

,它帮助我了解其他人的想法并了解

他们来自

何处 我

非常希望

左侧比右侧更好,

因为我是左倾记者,但我做不到,因为我会

创建一个不平衡的有偏见的图表,所以

为了真正创建完整的图像,我

必须尊重这些观点 同时在

右手边有点

不舒服地认识到有多少

这些品质实际上是在我身上

这非常令人讨厌和

不舒服但不是太 不舒服,

因为看到一个政治观点

与被告知或被迫听一个观点相比,

这是没有威胁的。实际上,

当你看到它们时,你能够快乐地持有相互矛盾的观点

,与它们互动甚至很有趣,

因为它是视觉

上的,这让我很兴奋看到如何

数据可以改变我的观点并

改变我的想法 中游 美丽

可爱的数据 所以总结一下

我想说设计是

关于解决问题并提供

优雅的解决方案 信息设计

是关于解决信息

问题 感觉就像我们 目前

我们的社会存在很多信息问题,

从过载和

饱和到信任和可靠性的崩溃,

以及失控的怀疑和

缺乏透明度,甚至只是

有趣这我的意思是我觉得

信息太有趣了它

具有磁性 吸引我,所以

如果可视化信息可以给我们一个

非常快速的解决方案 解决这些

问题,即使信息

很糟糕,视觉效果也很

漂亮,通常我们可以很快得到清晰

或简单问题的答案,

比如最近的冰岛火山,它

排放的二氧化碳最多。 平原

或火山 停飞的飞机

或火山,所以我们可以

看看数据,我们看到是的,火山

计量 150,000 吨,如果停飞的

飞机在天空中会排放 345,000 吨,

所以基本上我们有了我们的第一个

碳中和 火山

,那很漂亮,谢谢