According to climate models examined by Germany’s Berliner Morgenpost, many places on earth won’t be habitable for humans by the end of this century if nothing is done to curb climate change. Our weekly NodeXL and human curation of the most popular data journalism stories on Twitter also highlights a story by the Financial Times looking at the recovery of the airline industry, The New York Times’ visualization of Jeff Bezos’ wealth, a study of air raid siren patterns in Ukraine, and the winners of this year’s Sigma Awards.
‘Uninhabitable’
Climate change is leading to more frequent occurrences of extreme weather events such as tropical cyclones, rising sea levels, drought, lethal heat, or a combination of all these. These conditions could result in some places becoming inhospitable for human life. Drawing from various data sources, German newspaper Berliner Morgenpost mapped on a 3D rotating globe the areas that will become “uninhabitable” by the year 2100 unless more radical action is taken to combat global warming. The story is available in English and in German.
Impressive @morgenpost visualization showing which areas worldwide will become uninhabitable by 2100 (assuming a 2.5-3 degree increase)
(English translation available)https://t.co/Pko6p0XPqp
— Antonia Zimmermann (@_Zimmerfrau) April 10, 2022
Back to the Skies
The COVID-19 pandemic severely impacted the airline industry, particularly in the first year of the virus, with the number of flights canceled in April 2020 reaching nearly two-thirds of pre-pandemic figures. But according to data on about 100 million scheduled flights provided by Cirium, an airline analytics company, the demand for flying is rebounding — with global scheduled flights for this month just 11% below the same month in 2019. The Financial Times analyzed the data and reported that the industry is steadily recovering, even though the improvement is uneven by region, type of carrier, and distance travelled. Read a short thread on the story here.
The aviation industry always dismissed the idea covid and climate worries would permanently change the way people moved around the world. Now, there is growing evidence it was right. Sumptuous @niko_tinius visuals in this great piece w/ @Philgeorgiadis ✈️https://t.co/3BYAvhB589 pic.twitter.com/lnJefWc9ft
— Sam Joiner (@samjoiner) April 9, 2022
Jeff Bezos’ Wealth
There is no doubt that Jeff Bezos, founder of Amazon, is an incredibly wealthy man. So wealthy, that it can be hard to picture the extent of his riches. Data journalist Mona Chalabi brings her signature hand-drawn style to this piece in The New York Times, comparing Bezos’ fortune to the average US household wealth using unconventional units of measurement such as heat, size, acres (hectares), and slices of cake. Among the excellent comparisons, Chalabi visualizes how an Amazon employee would have had to start working in the Pliocene Epoch (4.5 million years ago) to accumulate the same amount of wealth as Bezos now.
So here’s my solution. If you are a microscopic flake of fingernail dust, then Jeff Bezos is a man who is 5 foot 7. pic.twitter.com/IpcUDoGXIg
— Mona Chalabi (@MonaChalabi) April 7, 2022
Sigma Awards’ Winners
This month, the Sigma Awards announced 12 winners for its 2022 competition honoring the best data journalism worldwide. The winning projects covered topics ranging from US race riots and Myanmar military violence to India’s coronavirus deaths and France’s nuclear tests. Check out the stories in the Sigma Awards database, and hear from Marianne Bouchart, Gina Chua, and Aron Pilhofer, who all spoke at the International Journalism Festival, on some of the most creative, most innovative uses of data among this year’s awardees.
You can see the full details of the #Sigmas22 winning entries + the shortlist of the top 100 projects of 2021 + all entries ever submitted to the @sigmaawards on our website. That's a total of over 1500 #ddj projects, from 102 countries. https://t.co/YtnNG65kCu
— sigmaawards (@sigmaawards) April 7, 2022
Ukraine’s Sirens
Since Russia’s invasion of Ukraine, air raid sirens, which warn of imminent attacks from the air, have become a daily norm for Ukrainians. Mapbox engineer Volodymyr Agafonkin explored the patterns of air threats across Ukraine by scraping data from the Air Alert Ukraine Telegram channel and visualizing it on a timeline.
Amidst the new realities of war, Air Raid Sirens have been a constant presence in my daily life, and the lives of millions of Ukrainians. 🚨🇺🇦 To explore alert patterns across different regions, I visualized them on a timeline.https://t.co/kAMvKHHGMA
— Volodymyr Agafonkin 🇺🇦 (@mourner) April 7, 2022
Deaths in the Gig Economy
According to a study by worker advocacy group Gig Workers Rising, more than 50 gig workers were killed while on the job over the past five years in the United States. Some of the workers were accidentally caught in drive-by shootings, others in road rage incidents or botched carjackings and robberies. The Markup independently verified the incidents listed in the report and presented the data in a searchable table.
.@GigWorkersRise has been working for months to find, compile and verify the incidents listed in this tragic report about 50+ gig workers murdered in the last 5 years.
The group provided @themarkup with the data, which we also verified and published here:https://t.co/fkJjT1k9kf— Dara Kerr (@darakerr) April 6, 2022
When Depression Begins
How old are people when they first develop depression? A study by psychiatrist Marco Solmi and others looked at the onset of the condition by analyzing data from 192 epidemiological studies. Our World In Data charted the data, showing that the median age of onset — the age at which people experience depression for the first time — is 26. On average, they found, people experience symptoms of depression five years before a diagnosis.
I wrote a NEW post for @OurWorldinData! Please share ☺️
➡️ When do people experience depression for the first time? When are they first diagnosed?
Highlight: People are being diagnosed with depression at an earlier age than in the past. (thread)https://t.co/8eWfK42Ct9 pic.twitter.com/xqEtQ1ZB4x
— Saloni (@salonium) April 7, 2022
Asylum System Delays
Journalists from the European Data Journalism Network analyzed the asylum system in the European Union in light of the Ukrainian refugee crisis. They found a system already creaking at the seams and facing a massive backlog; at the end of 2021, EU member states had more than 761,000 asylum applications pending resolution. That number is equivalent to 15 months of applications. The delay in each member country varies, from almost 15 months in France to more than 29 months in Ireland. See the data for this story here.
In case you missed it, today at @civio we put the EU's refugee asylum system in context to highlight its enormous collapse (prior to the current crisis!).
A terrible problem that we have approached with data and some testimonies of the people affected
👉🏻https://t.co/J8s5pFOFmu pic.twitter.com/k2UqCWi8jI
— Carmen Torrecillas (@carmen_TM_) April 4, 2022
Mapping French Election Results
Last Sunday was the first round of the French presidential election, which saw incumbent Emmanuel Macron face far-right candidate Marine Le Pen. French daily Le Monde mapped the results in granular detail in a color-coded interactive map, using data disseminated by the country’s Ministry of the Interior. Readers can explore the results by commune (a French version of a township or municipality).
Enjoying this commune by commune map of the 🇫🇷 election results in Le Monde https://t.co/Na2QwdU6af. If you know any part of France at all well this is fascinating.
— George Peretz QC 🇺🇦 (@GeorgePeretzQC) April 11, 2022
Diversity in Fashion
This Quartz story from March 2021 tried to determine whether fashion and beauty brands kept their mid-2020 Black Lives Matter pledges to increase diversity. By analyzing the skin tones of models in 27,000 images posted on the brands’ Instagram accounts, the team found that while many of the companies did increase diversity across their images, the improvements were often only marginal. This piece resurfaced on Twitter last week after winning a data journalism award from an American association for business journalists.
Congratulations to @AShendruk and @marcbain_ for winning a @sabew award in data journalism for their analysis of fashion brands’ diversity promises. https://t.co/Y8d8spLrjY
— Katherine Bell (@katherineabell) April 7, 2022
Thanks again to Marc Smith and Harald Meier of Connected Action for gathering the links and graphing them. The Top Ten #ddj list is curated weekly.
Eunice Au is GIJN’s program manager. Previously, she was a Malaysia correspondent for Singapore’s The Straits Times, and a journalist at the New Straits Times. She has also written for The Sun, Malaysian Today, and Madam Chair.