As parts of the world endure record-breaking high temperatures, a highlight from the world of data journalism this week involves an analysis of how “heat islands” in Canadian cities vary based on economic strata. The project by the Canadian Broadcasting Corporation (CBC) also assessed how urban heat affects people differently according to their incomes. Our weekly NodeXL and human curation of the most popular data journalism stories on Twitter also looks at visualizations of how climate change affects our sleep, the global spread of Pegasus spyware, digital inequity in the United States, and how the coronavirus pandemic impacted school children in Latin America.
When it comes to our cities, not all residents experience heat waves in the same way. CBC News analyzed and visualized data on Canadian cities to examine the impact of global warming on those living in the country’s metropolises. Among their findings: People on low incomes and immigrants suffer more from climate change since they are more likely to live in the warmest urban areas and locations with fewer green spaces, which help lower the temperature. To identify these so-called “heat islands,” journalists used land surface temperature estimates from satellite image data which they cross-referenced with urban sociological data. The CBC also visualized how the heat will intensify in the coming years and how a better distribution of green spaces or improved housing could help save lives.
— Naël Shiab (@NaelShiab) July 13, 2022
Too Hot to Sleep?
The Financial Times has analyzed the impact of rising temperatures on how we sleep and created a series of charts that illustrate how warmer nights are becoming more common and impacting productivity. Wristband data from people in 68 countries shows that rising temperatures are not only significantly affecting the quality of sleep, but, as with the above heat island example, that it is the poorest who are affected the most. Since sleep deprivation has an impact on productivity “these population-wide numbers illustrate the high economic cost that can be associated with sleep deprivation as a result of rising temperatures.”
This is a fascinating article about the impact of temperature anomalies on sleep. The quantification is impactful. Climate graphic of the week: how sleep fares during climate change https://t.co/vCD65ak7SP @digitalcampbell pic.twitter.com/6hJVdD9Ay3
— Richard Yetsenga 叶森 🇦🇺 🇭🇰 🇹🇭 🇳🇱 (@ricyet) July 18, 2022
Global Spread of Pegasus Spyware
A year after it first revealed the use of Pegasus spyware to monitor journalists, activists, and political opponents around the world, the nonprofit Forbidden Stories has compiled and visualized all available information about the project into a series of maps. It reveals the number of Pegasus victims by country, plus a breakdown showing the countries where governments have confirmed using the software and those that have not. According to the data, the phones of 50,000 people in 50 countries may have been targeted, with the largest number — 15,000 — in Mexico.
This is an incredible resource for understanding the use of #PegasusSpyware around the world.
— Phineas James (@PhineasJFR) July 18, 2022
Digital Inequity in the US
Microsoft released a Digital Equity Data Dashboard visualizing access to affordable internet and devices across the US. According to the dashboard’s detailed data, 97% of people in the rural county of Ferry, Washington, don’t access the internet at broadband speeds, while over a third of households don’t have a desktop or laptop. Finally, the charts show that the digital divide between the haves and have-nots not only exists in rural areas but also in cities like Los Angeles. The dashboard allows users to examine a city neighborhood-by-neighborhood, detailing which areas most urgently need digital investment.
Today we launched our Digital Equity Dashboard to help officials direct public investments to the people who need it most. It uses data to provide a clear picture of the digital gaps that in turn will lead to opportunity across the United States. https://t.co/Xt8eEKnYcx
— Brad Smith (@BradSmi) July 15, 2022
COVID-19’s Educational Emergency
Peruvian investigative outlet OjoPúblico has analyzed the impact of the coronavirus pandemic on school learning in Latin America, a region that experienced extensive lockdowns due to the coronavirus pandemic. The report, based on a study by the World Bank, details huge knowledge gaps among children, and notes how this was particularly acute in places where virtual learning was not an option. OjoPúblico also visualized the number of days that classes were closed or partially closed across the continent — totaling 775 days in Ecuador, 750 in Bolivia, and 742 in Peru.
Todos los indicadores muestran que el cierre de aulas ha sido devastador para el aprendizaje.
— Nelly Luna Amancio (@nellylun) July 17, 2022
Fallen Russian Troops
The Russian independent newspaper Novaya Gazeta — which has changed its name to Novaya Gazeta. Europe now that is operating in exile — examined the compensation payments being made to the families of soldiers who have died or been injured in the war in Ukraine. According to the outlet, the amounts paid to next of kin of Russian military casualties exceeded 113 billion rubles ($US1.95 billion) — funds that could be derived from skyrocketing oil and gas revenues. These figures suggest that the Russian military could have lost roughly 10% of its initial troop strength of 190,000 servicemen.
— Новая газета. Европа (@novayagazeta_eu) July 11, 2022
How (Un)popular is Joe Biden?
Data outlet FiveThirtyEight publishes a constantly updating graphic showing the approval — and disapproval — ratings of US presidents. Using a selection of polls, the outlet compared the popularity of President Joe Biden with past Democratic presidents over the same period of their terms dating back to 1945. It reveals how Biden is struggling more than nearly all of his predecessors at this stage of his administration. The methodology is explained in this post.
— Ken Smith (@smithkl42) July 11, 2022
Remembering Victims of a Pogrom
It’s been 80 years since the Vel d’Hiv pogrom, in which Paris police rounded up 13,000 Jews and then deported them to extermination camps like Auschwitz. To pay homage to the victims, the Fondation pour la Mémoire de la Shoah published an interactive map revealing where 11,500 adults and children were arrested on July 16 and 17, 1942, before being forced into the Velodrome d’Hiver and taken away on convoys to the concentration camps. The information needed to draw up the map comes from the work of historians Serge Klarsfeld, Sabine Zeitoun, and Laurent Joly.
Qui étaient les milliers d'hommes, de femmes et d'enfants juifs de la #rafleduveldhiv, où ont-ils été arrêtés et par quels convois, ensuite, déportés ?
Une carte interactive permet de le savoir :
📍ici, quelques-uns des enfants du 209, rue Saint-Maur 👇 pic.twitter.com/gajAnR3UoA
— Fondation pour la Mémoire de la Shoah (@Fondation_Shoah) July 20, 2022
Women at Work in India
Nonprofit outlet IndiaSpend has dug into the available statistics on women in the labor market. By cross-referencing several sources of data, the newspaper shows that female share of labor participation in the country has increased in recent years. But despite this apparent progress, there are some nuances to the overall picture: the economic distress caused by the COVID-19 pandemic pushed many women to accept any type of work, even labor that was very low paid.
Detailed, nuanced, excellent piece by @namitabhandare on Indian women's lab force participation rates, which show an upward tick. How should we make sense of the numbers?
— Ashwini_Deshpande (@AshwDeshpande) July 18, 2022
For the Bookshelf
The team at Datajournalism.com has compiled a list of the best books on data journalism, for some interesting summer reading (if you’re in the northern hemisphere) or just adding to your reading list. Among them are timeless must-reads like The Functional Art: An Introduction to Information Graphics and Visualization by Alberto Cairo or Facts are Sacred: The Power of Data by Simon Rogers.
The best #datajournalism books? We've rounded up some of our favorite books to help you get started. We've selected a combination of new and old literature to help you understand the roots of the #ddj field and current trends. Take a look: https://t.co/qFMYCrXIAj pic.twitter.com/f3z51z7C8j
— DataJournalism.com (@datajournalism) July 18, 2022
Marthe Rubio is GIJN’s French editor. After working for five years in Spain and Argentina, she is now based in France. She worked for two years on the data team of Argentina’s La Nación. She has also published in Slate and Libération and worked as a correspondent in Buenos Aires for French newspapers Le Figaro and Mediapart.