Data teams across the globe are still focused on Russia’s invasion of Ukraine, with The Economist examining the anti-war protests that have brought Russian citizens into the streets. Others have looked at the impact of flight and airspace bans, or produced trackers to monitor and assess the sanctions imposed as a result of Russian President Vladimir Putin’s order to go to war. Our weekly NodeXL curation of the most popular data journalism stories on Twitter also finds critiques of maps depicting the flows of refugees, plus items on COVID-19 deaths in Spain, forest reserves in Malaysia, and resources from the 2022 NICAR conference.
#NoWar Protests in Russia
As the attacks on Ukraine intensify, back in Russia, citizens are protesting in the streets against the war. The Economist analyzed and geolocated Twitter and Instagram posts with the hashtag #нетвойнеI (Russian for “no war”) from February 24 to 27. It found anti-war tweets being shared by people across the country, in Russia’s 50 largest cities, and across 11 time zones. Data journalist Sondre Ulvund Solstad explains the piece in this thread.
Where in Russia do people oppose the war? I tracked the use of protest hashtag #нетвойнеI ("no war"), and found opposition in all of Russia’s 50 largest cities, in all 11 time zones and in 83 out of 85 federal subjects. https://t.co/OW0p1Ipo5b
— Sondre Ulvund Solstad (@Sondreus) March 1, 2022
Sanctions Tracker
Countries worldwide are imposing sanctions on Russian trade, financial sectors, and oligarchs, to protest Moscow’s attack on Ukraine. German nonprofit newsroom CORRECTIV, a GIJN member organization, published a live sanctions tracker, in English and in German, to monitor the mounting economic penalties. According to the tool, there roughly 1,300 sanctions were placed on Russia in the past two weeks. Reuters is also tracking sanctions against Russia on this page.
Extremely valuable overview. Only possible thanks to @pudo spending years working on @open_sanctions and other related projects at @OCCRP – and @simonwoerpel's data skills. This approach should play a much bigger role in #ddj. cc. @correctiv_org https://t.co/4ux8I5GMWS
— Marvin Milatz (@marvinmilatz) March 2, 2022
Closing the Skies
Russia is becoming a pariah in the skies, too, with a number of countries closing their airspace to Russian aircraft. Commercial airlines have also rerouted flight paths to avoid the dangerous airspace of Ukraine, often adding hours to flight times. Bloomberg mapped the countries imposing flight bans on Russia and used an animated image to show how commercial carriers have abandoned the skies over Ukraine. Also worth a look: Reuters and the Financial Times both illustrated examples of drastic flight route changes, and The Economist explained how they mapped the starkly empty commercial airspace above Ukraine.
Flight bans placed on Russian aircraft and Russia’s retaliatory measures have upended global travel routes amid the intensifying war in Ukraine.
See where bans are happening across the world: https://t.co/AxaTASjJNh pic.twitter.com/l27GAl2QEL
— Bloomberg Graphics (@BBGVisualData) March 1, 2022
Mapping Wars and Refugees
With data teams across the globe producing maps about Russia’s war on Ukraine, critiques have surfaced about how best to portray what’s happening on the ground. Historian Mateusz Fafinski wrote that coloring in parts of Ukraine with solid colors to illustrate Russian military advances gives the misleading impression that those regions are under Russia’s control. He proposed the use of lines and arrows instead to distinguish military movements from territorial control. Also interesting, cartographer Jules Grandin tweeted (in French) a series of historic maps and propaganda material, including one that depicted Russia as an octopus launching its tentacles to attack Europe.
A lot of people try to make sense of the current crisis with maps, so why don't we talk a bit about why the approach of the majority of media in this regard is not the best. And why it might actually (inadvertently) represent the way Putin wants us to think. (Source: Guardian) 1/ pic.twitter.com/uv6FsOXZ4v
— Mateusz Fafinski (@Calthalas) March 2, 2022
Elsewhere, James Cheshire, a professor of geographic information and cartography, urged data teams to innovate when illustrating the numbers of refugees fleeing Ukraine. He critiqued the use of arrows which can be associated with military invasions, and shared some examples of different, less menacing, ways of visualizing the humanitarian crisis. One example is from The Economist, using small figure icons to show the flow of refugees and different-sized circles that correspond to the numbers of people involved. This critique by Cheshire isn’t new, The Correspondent published a piece in 2020 about how news maps “make us more negative about migrants.”
Like many newsrooms, we had a discussion this morning about how to visualise the flight of refugees from Ukraine. Half a dozen arrows feels both too sharp and too blunt—we're talking about over 1m desperate individuals. I *really* like what @eljlees came up with https://t.co/42c7jU8Tuz pic.twitter.com/XMGHeCzG8R
— Alex Selby-Boothroyd (@AlexSelbyB) March 3, 2022
NICAR Resources
Missed out on the Investigative Reporters and Editors’ annual data journalism conference? Not to worry… Data analyst Sharon Machlis compiled resources from NICAR 2020, 2021, and 2022 in a searchable database. Also worth noting: Investigative reporter Tyler Dukes shared a collection of cheat sheets for remembering common commands and tips for data journalism work. And here’s a tweet by Matthew Ericson comparing NICAR then (2004) and now that’s making the rounds on Twitter.
Follow #nicar22 tweets from the NICAR data journalism conference with my app that lets you search, sort, filter, and download: https://t.co/FUUYwzk6hn
Want to learn how to use the Twitter API with R? My #rstats tutorial: https://t.co/aYwJEvOMpG
Video: https://t.co/ZZcS24bQJ1 pic.twitter.com/2o7mDjk3h8— Sharon Machlis also @smach@fosstodon.org (@sharon000) March 3, 2022
Breaking the Axis
No fancy data journalism here, but The New York Times experimented with inverting the y-axis of a currency chart in order to show the decline in the Russian ruble’s value against the US dollar in the wake of Western sanctions. Useful reading: The Economist’s visual data journalist Sarah Leo explains when and how to break an axis — the practice of starting a numerical chart scale at a number other than zero.
This is a small thing but distinctly helps with #dataviz interpretation. Note how the @nytgraphics reversed the y-axis so that it's clear that higher values mean a decline in the value of the currency. This extra effort reduces the chance that the chart will be misinterpreted. pic.twitter.com/2QiKzivVV7
— Zev Ross (@zevross) February 28, 2022
COVID Victims as Silhouettes
Spain has seen 100,000 official coronavirus-related deaths. To help readers make sense of the deadly cost of the virus over the last two years, online news site elDiario.es visualized the deaths using silhouettes. If all those deaths had occurred in one city, the site showed how the pandemic would have wiped out the entire population in Roquetas de Mar or Santiago de Compostela.
Pues justo hoy que POR FIN dejamos de publicar datos diarios de Covid-19, alcanzamos las 100.000 muertes oficiales durante la pandemia en España.
Una cifra de la que es difícil hacerse una idea pero que nos señala lo que hemos perdido en dos añoshttps://t.co/CuFUEIjTOL pic.twitter.com/8mKvDH0wjy
— Raúl Sánchez 📈 (@raulsanchezglez) March 2, 2022
Forest Reserves
In Malaysia, logging in forest reserves is allowed and approved by state governments for forest plantation projects, creating a type of managed forest in which trees are planted to maximize the production of timber. But according to a report by Macaranga, a journalism portal covering the environment and sustainability, natural forests are being cleared much faster than they can be regrown. Its charts show the increasing rate of logging in comparison to the declining rate of replanting, as well as which states are falling behind. The site also has a tool to visualize the 256,769 hectares of land cleared from Malaysia’s forest reserves since 2007 in relation to a reader’s neighborhood. This project is part of Pulitzer Center’s Rainforest Investigations Network initiative.
Forest plantations in Peninsular Malaysia are far from sustainable, RIN Fellow @yaohualaw's investigation for @macarangatweets shows.
The projects cleared at least 185,000 hectares of forest reserves and only one-third have been replanted.https://t.co/lZUrUp6SGO
— Rainforest Investigations Network (RIN) (@Rainforest_RIN) March 3, 2022
Declining Purchasing Power
Buying a car in the United States is more expensive than ever, and consumers are also suffering at the pumps with fuel prices nearly twice what they were early in the COVID-19 pandemic. To illustrate how costs have increased, The Wall Street Journal created an interactive tool to show readers how much more a car, a tank of gas, and tires, cost now compared to previous years.
Buying a vehicle is more expensive than ever before. Check out our tool to see by how much: https://t.co/jUfrCM4KxI via @WSJ
— Kara Dapena (@karadapena) March 4, 2022
Who Works the Most in Europe?
In the last two decades, countries in the European Union have tried to reduce the average number of hours worked in a week. Spanish digital paper El Confidencial charted the reductions in working hours in 30 countries over 20 years. It found that countries with more advanced economies work fewer hours and are better paid. Iceland, a non-EU country, has cut back the most: from an average of almost 45 hours work a week to 38.6. The piece is translated into English here.
Sin tiempo no hay paraíso. Por @leymarta https://t.co/ZNpruAxzpn pic.twitter.com/YILTIvXotz
— Raquel Benito (@benito_raquel) February 5, 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.